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ReklamaCopper to Tuscany – Coals to Newcastle? The dynamics of metalwork exchange in early Italy
Authors: Andrea Dolfini aff001; Ivana Angelini aff002; Gilberto Artioli aff002
Authors place of work: School of History, Classics and Archaeology, Newcastle University, Newcastle upon Tyne, England, United Kingdom aff001; Department of Geosciences, University of Padua, Padova, Italy aff002
Published in the journal: PLoS ONE 15(1)
Category: Research Article
doi: https://doi.org/10.1371/journal.pone.0227259Summary
The paper discusses results of an interdisciplinary research project integrating lead isotope, chemical, and archaeological analysis of 20 early metal objects from central Italy. The aim of the research was to develop robust provenance hypotheses for 4th and 3rd millennia BC metals from an important, yet hitherto neglected, metallurgical district in prehistoric Europe, displaying precocious copper mining and smelting, as well as socially significant uses of metals in ‘Rinaldone-style’ burials. All major (and most minor) ore bodies from Tuscany and neighbouring regions were characterised chemically and isotopically, and 20 Copper Age axe-heads, daggers and halberds were sampled and analysed. The objects were also reassessed archaeologically, paying special attention to find context, typology, and chronology. This multi-pronged approach has allowed us to challenge received wisdom concerning the local character of early metal production and exchange in the region. The research has shown that most objects were likely manufactured in west-central Italy using copper from Southern Tuscany and, quite possibly, the Apuanian Alps. A few objects, however, display isotopic and chemical signatures compatible with the Western Alpine and, in one case, French ore deposits. This shows that the Copper Age communities of west-central Italy participated in superregional exchange networks tying together the middle/upper Tyrrhenian region, the western Alps, and perhaps the French Midi. These networks were largely independent from other metal displacement circuits in operation at the time, which embraced the north-Alpine region and the south-eastern Alps, respectively.
Keywords:
Italian people – Italy – Metallic lead – Archaeology – Radioactive carbon dating – Chemical deposition – Neolithic period – Copper
Introduction
The last two decades have witnessed a major surge of interest in the origins of copper mining, smelting, and working in the Italian peninsula. The new research season was inaugurated by fieldwork and radiocarbon dating at Libiola and Monte Loreto, two copper mines from eastern Liguria (Fig 1). Investigations brought to light prehistoric workings and galleries for the extraction of chalcopyrite (presumably supplemented by near-surface deposits of copper oxides/carbonates) dating from the mid-4th millennium BC. This pushed back significantly the beginnings of copper mining south of the Alps [1–2]. Such a surprising discovery led to reconsidering the chronology of early Italian metals, which at the time were overwhelmingly dated to the 3rd millennium BC [3–4]. A review of the evidence showed instead that Italian copper production likely commenced in the late 5th or early 4th millennium BC (i.e. the late/final Neolithic). It also showed that Neolithic metalworkers did not just manufacture small awls and points, as was until then believed, but also large, technologically complex axe-heads [5]. The discovery of final Neolithic smelting evidence from Orti Bottagone, Tuscany, further corroborated the new picture, showing that copper was not only cast and worked, but also smelted (and presumably mined) in the area from the early 4th millennium BC [6–7:p.147].
Fig. 1. Map of the sites mentioned in the article. Inset: find spots of the metal objects analysed. 1: Libiola; 2: Monte Loreto; 3: Orti Bottagone; 4: San Carlo-Cava Solvay; 5: Grotta San Giuseppe; 6: Grotta del Fontino; 7: Grotta della Spinosa; 8: Fontenoce di Recanati; 9: Ponte San Pietro; 10: Selvicciola; 11: Rinaldone; 12: Lucrezia Romana; 13: Romanina; 14: The Iceman; 15: Zug-Riedmatt; 16: Saint Blaise/Bains des Dames; 17: Hornstaad; 18: Col del Buson; 19: Arene Candide; 20: Grotta della Pollera; 21: Lipari; 22: Saint Véran; 23: Fontaine-le-Puits. Hollow circles: contemporary cities. Inset: squares: axe-heads; dots: daggers; triangles: halberds. Objects ID 7–8, 38–39 (plus hafting rivet ID 39A): Pianizzoli; 55: Garfagnana; 71: Vetralla; 85, 88, 355: Province of Florence; 100: Province of Grosseto; 126–127: Il Teso; 170: Querceto; 357–358: Near Terni; 360: Province of Siena; 385: Selvena; 412: Abruzzo; 422: Corneto (modern-day Tarquinia); 425: Sarteano, Palazzone. Note that the locations of objects ID 55, 85, 88, 100, 355, 357, 358, 360 and 412 are approximate (image: Andrea Dolfini; base map: U.S. Geological Survey). Further research indicated that metal production and use surged dramatically in the early Copper Age, 3600–3350 BC. In the ore districts of Tuscany, in particular, the mid-4th millennium BC marked the inception of a mature technological tradition that, somewhat inappropriately, has come to be known as ‘Rinaldone metallurgy’ after a central Italian burial custom [8]. So-called ‘Rinaldone metallurgy’ featured: (a) the mastering of copper and arsenical-copper alloys (including a ternary Cu-As-Sb alloy that is typically found in central Italy) [9–10]; (b) early experimentation with silver and antimony extraction and casting; (c) the manufacture of distinctive objects including personal ornaments, axe-heads, daggers, and halberds; (d) technological improvements in metal casting and working; and (e) important changes in the cultural signification of metals, which entered the funerary domain to mark new ideas of gender, age, and perhaps status [11–13]. Such uses of metal objects are most apparent in iconic ‘Rinaldone’ warrior burials [8,14–15].
More recently, slag analysis from the now-destroyed settlement site of San Carlo-Cava Solvay has enabled further insights into early extractive metallurgy. Nestled at the edge of the Tuscan Colline Metallifere (or ‘Ore Mountains’), the site was excavated in the 1990s under rescue conditions [7]. The fieldwork brought to light several fired-clay platforms partly surrounded by curvilineal limestone walls, similar to early smelting installations from the eastern Alps and southern France [16–18]. Several copper-based compounds including sulphides and sulphosalts were smelted at the site using a surprisingly efficient reduction technology. This seemingly involved the crucible smelting of mixed charges of copper sulphides and oxides/carbonates, aided by blowpipes and/or bellows [19]. The process generated mature silica slags lacking the unreacted ore and entrapped copper prills typically found in Chalcolithic metallurgical residues [20]. This is all the more remarkable considering that the site dates to the late 4th millennium BC [7:p.142]; this makes it one of the earliest metallurgical sites in Western Europe.
Despite these advances, a crucial field of research has remained woefully underdeveloped in Italian archaeometallurgy, namely the study of early metalwork exchange. The topic was recently addressed for the Alpine region using, alternatively, lead isotope analysis (LIA) [21–22] and the so-called ‘Oxford system’ charting changes in trace element composition and alloy type over time and geography [23–24]. South of this area, however, the provenance and circulation dynamics of early metals have never been researched on a meaningful scale. Consequently, fundamental questions concerning the role of metals in the major social transformations affecting the Italian peninsula in the 4th and 3rd millennia BC are still unanswered [25]. Some are surprisingly basic, viz. was all central Italian metalwork fashioned from local copper? How far did metal objects travel from the ore districts of Tuscany and Liguria? And was alien copper imported into the region? Answering these questions would enable us to interrogate the record with increasingly sophisticated queries regarding exchange modes and mechanisms. Was metal primarily circulated over short distances, perhaps by direct exchange? Or did it travel further afield through multiple handovers? If so, what was the reach of the network? Did early metals ‘make the world go round’, as Pare [26] and many others suggest they did in the Bronze Age, or did they perform more restricted social functions prior to this time?
This article provides a science-based, and theoretically informed, pathway towards addressing these questions. Its aim is to assess metalwork circulation and exchange in 4th and 3rd millennia BC central Italy through the critical application of LIA [27–29]. Aside from sporadic attempts based on very few samples [30–31], this analytical method has not yet been applied to this region. Importantly, the isotopic data will be cross-referenced with, and augmented by, archaeological and copper chemistry datasets, which are indispensable for testing the provenance hypotheses generated by LIA [22,28–29,32]. As will be shown below, this multi-pronged approach has yielded original insights into the social dynamics of copper procurement and displacement in one of the most important mining and metalworking districts of early Europe.
Cultural context
In the late and final Neolithic (4500–3600 BC), Italy partook in the wide-ranging communication networks and distinctive social phenomena characterising much of the central Mediterranean region (Table 1). These encompassed the long-distance exchange of obsidian from Lipari and other island sources; the emergence of a more mobile economic regime and lifestyle, which saw the abandonment of early/middle Neolithic nucleated villages and the transformation of the inhabited landscape towards smaller and shorter-lived settlements; the birth of formalised burial practices manifesting themselves in new funerary structures (e.g. rock-cut tombs) and mortuary customs (e.g. increasingly elaborate bone manipulation rituals); and a suite of technological innovations including the extractive metallurgy of copper [25,33–34]. Furthermore, new techniques of flint pressure-flaking were introduced at this time for manufacturing tanged-and-barbed arrowheads and daggers, and new stone materials such as jasper and steatite (also known as soapstone) replaced long-revered ‘greenstone’ and obsidian. Finally, the horse, plough, and wheel were introduced into the peninsula in the late 4th millennium BC, increasing agricultural output and perhaps triggering population growth [25,35].
Tab. 1. Chronology of prehistoric Italy, 4500–2000 BC. Pottery styles provide one of the best indicators for changing communication networks from the late Neolithic to the Copper Age. In the former period, central Italy featured a marked east-west split in its cultural manifestations. East of the Apennines, late Neolithic potters fashioned bowls and plates in the Late Ripoli style, which is characterised by either plain or burnished surfaces. West of the range, however, craftspeople shaped and decorated their wares based on original combinations of the eastern Late Ripoli, north-western Chassey-Lagozza, and southern Diana ceramic styles [36–39] (Fig 2). This highlights the role of west-central Italy as a crossroads connecting north-western Italy, the mid-Adriatic coast, and the southern peninsula. Significantly, of all major ceramic styles documented in late Neolithic Italy, north-eastern Square-Mouthed Pottery, phase III (SMP III), is the sole not to be found in the region. This provides important evidence regarding the lack of communication networks linking north-east and west-central Italy. As we shall see below, this bears important implications for the unfolding of metalwork exchange in the Copper Age.
Fig. 2. Late Neolithic ceramic styles from west-central Italy. A: Late Ripoli pottery from Casale di Valleranello, Rome. B: Pottery from Quadrato di Torre Spaccata, Rome; this is mostly in the northern Chassey-Lagozza style, but the bottom left vessel has a rocchetto (spool-shaped) handle typical of southern Diana wares (image: Giovanni Carboni). The mid-4th millennium BC marked a ‘perfect split’ between domestic and funerary pottery production on both sides of the peninsula. On the one hand, the late Neolithic predilection for glossy surfaces was carried into the realm of mortuary practices, which acquired unprecedented social centrality in the Copper Age [34,40–41]. On the other hand, the taste for coarse impasto wares with textured surfaces, which had gained momentum in the final Neolithic, continued to thrive at open-air villages and other habitation sites. Extending previously localised trends to the entire central peninsula, Copper Age domestic ceramics were shaped and ornamented according to a bewildering array of stylistic traits, which household and village potters blended into idiosyncratic material assemblages [42]. As a counterpoint to the pulverisation of domestic pottery styles, superregional funerary styles emerged at this time throughout Italy. The process is mirrored by the burial customs themselves, which, from the mid-4th millennium BC, increasingly shared common traits over wide areas. Two such customs emerged in central Italy: interment in caves, or ‘Vecchiano’ tradition, and burial in small hypogeal chamber graves (occasionally supplemented by trench and cist tombs), or ‘Rinaldone’ tradition. The former is mainly found along the Tyrrhenian littoral from eastern Liguria to southern Tuscany, while the latter clusters at three principal foci in southern Tuscany/northern Latium, the lower Tiber valley, and the Adriatic lowlands [43–47].
In burial caves, mortuary rites centred on the inhumation of articulated bodies followed by bone manipulation and fragmentation, once the flesh had naturally decayed. The archaeological outcome of such processes are thick deposits in which large amounts of bone fragments are mingled with potsherds, dismembered ornaments, and (mostly unbroken) flint and metal weapons. Articulated bodies are all but absent. Copper-alloy daggers and halberds were deposited with relatively high frequency at these sites, along with (necklace?) beads made from metallic silver and antimony, and also steatite and animal bone [48–49]. Metal axes, on the other hand, are relatively rare, as they were preferentially deposited in the open landscape [50]. Burial caves such as Grotta del Fontino, Grotta della Spinosa, and Grotta San Giuseppe provide prime examples of this funerary behaviour [51–54].
The Rinaldone burial tradition is typified by small hypogeal cemeteries comprising clusters of rock-cut chambers accessed through short shafts or entrance corridors. The tombs normally hosted small numbers of bodies, both articulated and reorganised. Stereotyped grave sets were used to mark out gender, age, and other aspects of personal identity [34,40,55]. Typically, adult males were given copper-alloy daggers and halberds (along with flint and hardstone weapons), while women and children were buried with silver and antimony beads, as well as non-metal ornaments [56–57]. Copper awls were placed with all gender and age categories, and so were flask-shaped funerary vessels [14]. Numerous Rinaldone-style burial sites are known in central Italy. Among the most representative of the funerary behaviour described above are Fontenoce di Recanati in Adriatic Italy and Ponte San Pietro (Fig 3), Selvicciola, Rinaldone, Lucrezia Romana, and Romanina in Tyrrhenian Italy [8,43,58–65].
Fig. 3. Articulated burial and dismembered human remains from Ponte San Pietro, tomb 22. The chamber tomb is typical of the Rinaldone burial custom, central Italy, c.3600-2200 BC. Reprinted from Miari 1995 under a CC BY licence, with permission from Monica Miari, original copyright 1995. Materials and methods
Sample selection
Twenty copper-alloy objects from central Italy were selected for this study including 14 axe-heads, three daggers, two halberds, and a unique implement preliminarily interpreted here as an early halberd blade. A hafting rivet from one of the halberds was also analysed, bringing the total sample to 21 items (Table 2). All objects are securely dated to the Copper Age (3600–2200 BC) by multiple markers including typology, alloy composition, and find context. They belong to a broader selection of early metals investigated macro - and microscopically for their manufacturing technology, uses, and post-depositional histories [66]. They were also characterised in terms of chemical composition and metallography, but these data are not discussed here. Most objects in our sample had previously been analysed for their bulk alloy composition by the University of Stuttgart, the British Museum, and other research institutions [67–70]. In many cases, we deliberately targeted metals chemically characterised by others as we intended to cross-check our compositional data with those obtained by other laboratories using dissimilar analytical techniques and sample preparation protocols. Moreover, we wanted to cross-reference lead isotope (LI) signatures with trace element data, which provide complementary evidence strengthening or refuting provenance hypotheses [28–29]. All necessary permits were obtained to sample and analyse these objects, which complied with all relevant regulations. In particular, the then Soprintendenza per i Beni Archeologici della Toscana granted access to the objects kept in the Archaeological Museums of Florence, Siena and Arezzo, while the Trustees of the British Museum issued permits regarding the objects in their care.
Tab. 2. Prehistoric metal objects analysed for this project. Thirteen (out of 14) axe-heads in our sample are typologically related. They belong to a broad class of trapezoidal or sub-rectangular tools with curved (or mildly splayed) cutting edges and flat margins that may or may not have been raised by hammering (Fig 4). While the hammering of margins was until recently believed to mark a more advanced, and chronologically posterior, horizon in early Italian metallurgy, recent research has shown this to be a false proposition, for raised margins are found on 4th millennium as well as 3rd millennium BC tools [71]. This is best demonstrated by the late 4th millennium BC Iceman’s axe-head, which features slightly raised margins [72]. The one typological outlier in the sample is a stray find from Garfagnana, northwest Tuscany (Fig 4:55). This is an unusually wide and squat axe-head with a markedly splayed cutting edge for which no close parallels are found in the Italian record.
Fig. 4. Selection of copper-alloy axes, daggers and halberds analysed for the research. ID 08: Pianizzoli (Massa Marittima type); 38: Pianizzoli (Montemerano type); 55: Garfagnana; 71: Vetralla; 126–127: Il Teso; 360: Province of Siena; 385: Selvena; 425: Sarteano, Palazzone (image: Eleonora Montanari). All axe-heads were found west of the Apennines, except for a single specimen from Abruzzo, east-central Italy (Fig 1, inset:412). As is typical of Copper Age Italy, they are mostly stray finds, suggesting intentional deposition in the open landscape [50]. Two of them, however, are from a burial site. This is an atypical Rinaldone-style trench grave from Il Teso near Arezzo (Fig 1, inset:126–127) [73:p.50]. Early Italian axe-heads are often difficult to date due to their unspecific morphologies. The chronologies proposed here are based on a recent EU-funded project aiming to precisely date early Italian metals, including those discussed here, by combined morphometric analysis, radiocarbon dating, and a critical review of find contexts [71]. Based on the project’s findings, it is proposed here that ten axe-heads be dated to the early-middle Copper Age (3600–2800 BC) on typological grounds or through associated finds, the remainder being generically Copper Age (3600–2200 BC; Table 2).
Of the three daggers analysed, two are from Pianizzoli, a small burial cave in southern Tuscany, while the other is a stray find from Querceto near Siena (Fig 1, inset:7–8 and 170) [73:p.67]. The two daggers from Pianizzoli are classified under the Massa Marittima type, while the specimen from Querceto is a Guardistallo-type dagger. Implements of both types feature triangular blades without hafting tangs, but they otherwise differ in terms of butt shape, number of rivet holes, and presence/absence of a midrib. Guardistallo-type daggers were manufactured from about 3600–2800 BC, while. Massa Marittima-type daggers are dated to 3350–2800 BC [11,71; contra 3–4; Table 2].
Three halberds (plus a hafting rivet) were also sampled and analysed; two are from Pianizzoli–the burial cave discussed above–and one is from Vetralla. Both halberds from Pianizzoli feature elongated triangular blades with stout midribs, rounded points, and square rivet holes. They are classified under the Montemerano type, which is tentatively assigned to the mid/late Copper Age, circa 3350–2200 BC, based on a review of find contexts (Fig 1, inset:38–39) [9,71; contra 3–4; Table 2]. The Vetralla halberd is unlike any known halberd type in Europe. It consists of a flat piece of metal in the shape of an elongated teardrop, its ‘business end’ being the rounded, blunted drop-end edge. The blade tapers towards the butt, which is bored by a round rivet hole. Interestingly, the butt shows an oblique hafting mark, suggesting that the blade was attached to a handle or pole at right angle–hence the halberd interpretation proposed here (Fig 1, inset:71). The object was ostensibly cast in a one-piece mould [66]. It is extremely difficult to propose a chronology for this stray find due to the lack of contextual data and meaningful comparanda. We tentatively suggest a date in the mid-4th millennium BC, and perhaps earlier, considering the object’s archaic shape and features, indicating poor command over casting technology [66]. This is consistent with what we know about the beginnings of metalworking in the Italian peninsula [5,13].
Ore geology and lead isotope fingerprinting
Italy displays a major east-west divide in ore geology. The west-central peninsula hosts considerable ore bodies in a broad strip of land stretching from eastern Liguria in the north to upper Latium in the south, also extending into the northern Apennines up to the hinterland of Arezzo (5). Ore deposits are most conspicuous in present-day Tuscany (Fig 5); they encompass iron, base metals (including copper and localised tin), silver, antimony, mercury, and gold [74–76]. No metal-bearing sources are found east of the Apennines or south of the Tiber Valley up to Calabria in Italy’s ‘toe’ [77–78].
Fig. 5. Simplified geological map of west-central Italy showing the main copper deposits and mines. Reprinted (with modifications) after Dini and Boschi 2017 under a CC BY licence, with permission from Andrea Dini, original copyright 2017. The central Italian deposits have a twofold genesis. Some were born out of volcano-sedimentary, magmatic, metamorphic, and geothermal environments of pre-Tethyan and Alpine ages, while others were formed by later processes of magmatic intrusion, contact metamorphism, and hydrothermal activity [79–80]. Ore bodies of the first type derive from the ocean-related massive sulphides (VMS) embedded in the sedimentary pile during the tectonic closure of the western part of the Thetys [81]. These include major copper deposits hosted in the Apennine ophiolites as well as ore bodies located in central-southern Tuscany and the Elba Island [31,82]. The central Tuscan deposits associated with ophiolitic suites originate from the complex tectonic history of the Tuscanian sector of the Northern Apennines (Tuscanian Units); they mainly consist of copper sulphides (i.e. chalcopyrite with subordinate bornite, chalcocite, and covellite), carbonates (i.e. malachite and azurite), and native copper. Iron, lead, and zinc-bearing minerals are also abundant in these geological formations but were not exploited for metallurgical purposes in the period discussed here [76,82–83]. Another suite of copper-bearing ophiolites linked to the Apennine orogeny (inner and outer Ligurides) is found along the main Apennine chain from Liguria through to inner Tuscany, and also in the Tuscan and Emilian sectors of the range. The complex tectonics acting during the Apennine orogenic compression produced a sort of ‘tectonic sandwich’ that caused the outer Ligurides to be embedded between the inner Ligurides and the Tuscanian Units. The most significant ophiolitic deposit is Montecatini-Val di Cecina. In the late 19th century, it generated one of the largest copper yields in the world, but there is currently no evidence that it was exploited in prehistoric times [84].
Partly overlapping with the ophiolitic deposits of oceanic origin are the ore bodies formed by later magmatic, metamorphic, and hydrothermal activity [79]. They encompass several polymetallic sulphides (Cu-Pb-Zn-Ag±Au) that are especially abundant in southern Tuscany. The strata-bound pyrite deposits of the Colline Metallifere (or ‘Ore Mountains’), and in particular the Cu-Pb-Zn (±Fe, Ag, Sn) skarn rocks of the Campigliese district, are emblematic of this geology [85]. Overall, these deposits comprise a diverse suite of primary ores including, but not limited to, chalcopyrite, magnetite, sphalerite, pyrrhotite and silver-bearing galena, with minor pyrite, hematite and traces of bismuthinite, galenobismutite and many other phases [86–87]. A number of supergene copper minerals are also documented, such as cuprite, malachite, azurite, aurichalcite, brochantite, antlerite, chalcanthite, chrysocolla, and many others; native copper is present [88].
As part of this research, the LI signatures of all major, and most minor, ore deposits described above were collated from the literature and supplemented by extensive sampling campaigns coordinated by one of the authors (GA). The ore samples were characterised mineralogically and petrographically and their LI ratios were measured based on the protocols described in Artioli et al. [22]. Details of the ore bodies thus characterised and measured are provided in Table 3.
Tab. 3. Principal copper-bearing deposits of Central Italy. Fig 6 shows that the central Italian ore deposits are reasonably well discriminated into three major Pb isotope fields based on their relative ages and geological formation processes. They are: (a) the ‘Ligurian-Apennine’ field, encompassing most of the Apennine ophiolites; this mostly shows a clear mantle character with very low values of all three isotopic ratios; occasional shifts towards higher 207Pb/204Pb, and 208Pb/204Pb values are due to the metamorphic re-mobilisation of the metals; (b) the ‘Apuanian Alps’ field; and (c) the ‘Southern Tuscany’ field. The latter two fields have a clear metamorphic character and younger age resulting in substantially higher 207Pb/204Pb and 208Pb/204Pb values compared with the Ligurian-Apennine ophiolites. Consequently, the Ligurian-Apennine and Apuanian/Southern Tuscan fields can be discriminated well based on their respective isotopic ratios, reflecting ore body age and geochemical source. Areas of overlap between these ore fields and other copper deposits from Italy, Sardinia, the Alps, central Europe, and the wider Mediterranean region are discussed in Artioli et al. and Nimis et al. [21–22,89–90]. Here we remark that, by using all three LI plots, the central Italian ore deposits can be distinguished from some of the most important copper deposits in Europe including the Alps, southern France, and the central Balkans (Fig 6C). This enables the formulation of science-based provenance hypotheses for early Italian metals, bearing in mind that LI ratios are thought to determine with a high degree of certainty where the metal could not have come from, and that positive matches indicate the source from which the metal could have originated [28–29]. In the past, neglecting this fundamental principle led to controversial, or manifestly incorrect, interpretations, and we are keen to stress that our positive matches indicate consistency with a potential source, not certain derivation. However, our provenance hypotheses are often strengthened by complementary chemical and archaeological considerations, as discussed below. When in agreement with one another, the three datasets allow robust provenance proposals to be put forward for consideration and debate.
Fig. 6. LI diagrams comparing the copper ore fields of central Italy with other major European ore fields; (a) 2D plot of 206Pb/204Pb vs 207Pb/204Pb LI data; (b) 2D plot of 206Pb/204Pb vs 208Pb/204Pb LI data; (c) 2D plot of 206Pb/204Pb vs 208Pb/204Pb LI data with marks showing ore fields (grey: Tuscany; pale green: Liguria-Apennine; dark grey: Apuanian Alps) and trend lines (orange: South-Eastern Alps; blue: Massif Central; yellow: Serbia). Analytical methods
Samples were taken from the 21 specimens selected for the research (Table 2), and the LI ratios were measured on a small aliquot of metal extracted from them (in the range 1.0–2.5 mg). The metal was dissolved in hot triply distilled concentrated nitric acid by high-pressure microwave digestion in sealed PTFE vessels. As described in Villa [91], the dissolved lead was purified using the SrSpec™ resin (EIChroM Industries). About 100ml of resin are commonly filled in a 3-mm diameter hand-made PTFE column. The height-to-width ratio is approximately 4. The sample solution is loaded in 0.5 ml 1M HNO3, 1.5 ml of which is also used to wash out the matrix metals, while Pb is very strongly retained on the resin; Pb is then eluted with 3 ml 0.01M HNO3 and is ready for analysis.
The measurement of LI ratios were performed using a Thermo Scientific Neptune multi-collector ICP-MS instrument at the Institut für Geologie, University of Bern (Switzerland). This instrument is equipped with a double-focusing geometry. The Faraday collector array allows the simultaneous acquisition of masses 202 to 209. The sample introduction system consisted of an auto-aspirating low-flow (50 ml/min) Apex de-solvating nebulizer (ESI Scientific, Omaha, NE, USA) mounted onto a combined cyclonic/double-pass spray chamber made of quartz glass. Potential isobaric interference of 204Hg on 204Pb was controlled and, if necessary, corrected for by monitoring the 202Hg signal. Hydride formation (PbH) was monitored on mass 209 and never detected. Mass fractionation was monitored by adding a small quantity of Tl, which has a known 203Tl/205Tl ratio, fractionated by the same mechanism as Pb and does not interfere with Pb isotope measurements [92]. The measurement accuracy was controlled with frequent measurements of the NIST SRM 981 standard reference material alternating with the sample measurements. The measured isotopic composition for SRM 981 was indistinguishable from the certified value and the recent, precise measurements available in the literature [93], so that no adjustment of the measured ratios was necessary. The external reproducibility on the SRM 981 reference material over the measuring period of several days amounted to ±0.015% (2s). The measured LI ratios and error estimates are reported in Table 4.
Tab. 4. Lead isotope ratios of the objects analysed for the research. The experimental LI ratios measured on the central Italian metal objects discussed in this paper were compared with the extensive database of LI ratios of copper ores developed by the Department of Geosciences, University of Padua. The database encompasses the databases previously available in the literature, such as the OXALID database developed at the Oxford Isotrace Laboratory [94], complemented by the vast literature cited by Ling et al. [95], and the measurements performed by our research group.
The database has been enquired using different techniques. Beside the commonly employed 2D projections of the 3D isotopic space, the Euclidean Distances (thereafter EDs) [96] from each object to all copper ore data in the database were computed to estimate the more likely deposits supplying the metal, i.e. the ones having the shortest EDs. The deposits having a minimum of five ore samples at short distances from the object (within the 15 shortest computed EDs for each sample) were selected as the most likely sources and preliminary plotted as 2D diagrams (Fig 7). Each ore deposit, carefully defined from consistent geological, geochemical, and mineralogical parameters [21–22] was then used as a model for the calculation of the Kernel Density Estimations (thereafter KDEs) [97] and compared to the isotopic distribution of the object data (Fig 8). For objects lying in areas of strong overlap between ore fields, the most likely provenance was selected on the basis of: (a) KDE model density at the object point, and (2) compatibility of the object chemistry with the known geochemical and mineralogical character of the deposit [98]. The results thus obtained have further been assessed based on a number of archaeological considerations including the earliest evidence for metal production in the region being discussed, the local or non-local typology of the object, evidence of prehistoric ore-mineral extraction, and others, as discussed below.
Fig. 7. LI signatures of central Italian metal objects; (a): 2D plot of 206Pb/204Pb vs 207Pb/204Pb LI data; (b) 2D plot of 206Pb/204Pb vs 208Pb/204Pb LI data. Fig. 8. LI diagrams comparing central Italian metal objects with the KDE models of the most likely source ore deposits based on Euclidean Distances. (a) Apuanian Alps model; (b) French Massif Central model; (c) Western Alps–Falda Piemontese model; (d) Sardinia (centre-Sulcis area) model. Results and discussion
Objects with suggested provenance from central/southern Tuscany
The suggested provenances of the objects discussed in this paper are summarised in Table 5, along with their chemical signatures comprising major and minor elements as available from the literature. It is clear from the ED calculations and the 2D LI plots shown in Fig 7 that most objects (11 out of 20, or 55%) are isotopically compatible with the Southern Tuscan ore field as defined in Table 3. It is also observed that most objects in this group are composed of either (relatively) pure or arsenic-rich copper, while a single axe-head features low As and (relatively) high Sb, with notable Ag (Table 5:85). This is in line with the ore geology of the Southern Tuscan deposits, which are rich in chalcopyrite, bornite, chalcocite, and tennantite, along with other copper-bearing minerals [76,82,87]. Furthermore, the pure-Cu and Cu-As composition of these objects is consistent with the chemistry of the analysed metal droplets from San Carlo-Cava Solvay, the 4th millennium BC smelting site discussed above [19]. Taken together, these data contribute a strong case towards the local origin of the copper metal, bearing in mind that, in this context, ‘local’ means several ore sources from a fairly wide area of middle and lower Tuscany (including the Elba Island), which can hardly be discriminated further based on LI alone.
Tab. 5. Chemical composition and suggested provenance of the objects analysed for this project. The objects of likely Tuscan origin encompass nine axe-heads, one dagger, and a halberd (plus the halberd rivet analysed). Looking at their find spots provides an opportunity to assess, and nuance, notions of local production and circulation. Pianizzoli, for example, lies within the Massetano district, a short distance away from major ore bodies bearing similar LI fingerprints as the dagger and halberd from the site (Table 5:7 and 38). Interestingly, both the dagger (type Massa Marittima) and the halberd (type Montemerano) belong to typological groupings overwhelmingly concentrated in west-central Italy [3:plate 102]. Regardless of the exact origin of the copper metal, it is hard to dispute that they would have been made and exchanged within the region.
Other objects, however, were found further afield from their likely ore sources. This is the case with six axe-heads from Sarteano (Siena), Il Teso (Arezzo), and the Florence area (Table 5:85,88,126,127,355 and 425); their closest isotopically compatible ore bodies lie in the Colline Metallifere, 50–70 km (as the crow flies) to the north-west and south-west, respectively. Distances increase further with three axe-heads from the hinterland of Terni (a town in inner Umbria) and Corneto (modern-day Tarquinia; Table 5:357,358 and 422). For them, the closest possible ore sources lie some 120–150 km away to the north and north-west. To make sense of these implements we must postulate the existence of exchange networks of regional scope. It is of course possible that the distance between mines and deposition locales was covered cumulatively over extended periods of time, and may have involved multiple agents acquiring, using, and passing the objects down the line. These may not even be the objects originally cast from the smelted ore. Indeed, any recycling of metal that did not involve the addition of alien copper would have preserved the original LI signature of the mine. Certainly, none of the axe-heads from this subgroup show typological traits suggesting origins from outside Italy.
Objects with suggested provenance from northwest Tuscany and objects of uncertain Tuscan origin
The axe-head from Selvena, southern Tuscany (Table 5:385), and the unique halberd from Vetralla, northern Latium (Table 5:71), display LI signatures lying at the boundary of the KDE model of the Southern Tuscan ore domain. They also have a low statistical fit with the KDE models of the Western Alps and the French Massif Central. The best fit is provided by the KDE model for the Apuanian Alps, northwest Tuscany (Fig 8A). Tentative provenance from this area is therefore proposed on statistical grounds. Unfortunately, chemistry is of little aid in building a robust provenance hypothesis as both objects are made of rather pure copper, with low Ag for the halberd. They are both assigned to the mid-4th millennium BC on morphological and technological grounds, bearing in mind that early axe-heads might be difficult to date accurately, while the Vetralla halberd is a unique artefact lacking contextual data and comparanda.
Assuming that the provenance hypothesis cautiously proposed here is correct, these objects would testify to the sourcing of Apuanian copper from the early Copper Age. There is currently no evidence of prehistoric ore mining in this area, but absence of evidence should not be taken as evidence of absence, for early workings were all but wiped out by intensive historic mining (including modern open casting) all over Tuscany [10,99]. Provenance from the Apuanian Alps would denote prehistoric exchange networks stretching 150–250 km away from the copper sources. This is certainly possible both in itself and in light of the data discussed below. However, considering the uncertainties surrounding the KDE model, we should perhaps treat this as a working hypothesis pending further LI analyses involving a larger sample size.
Two more objects, a dagger and a halberd from Pianizzoli, southern Tuscany, bear LI signals compatible with the Apuanian copper deposits (Table 5:8 and 39; Fig 8A). However, their signals fall in a region of strong overlap between isotopic ore fields, intersecting the French Massif Central, the Western Alps, the Swiss Valais, and Southern Tuscany (Fig 8B). Under the circumstances, no credible provenance hypothesis can be proposed on LI data alone. Archaeology, however, sheds a modicum of light on the problem. The dagger belongs to the ‘Massa Marittima’ typological family, dated to the middle Copper Age (3350–2800 BC). Chemically, it features Cu-As alloy composition that is typical of bladed implements from the region (Table 5:8). The halberd is classified under the ‘Montemerano’ type and dated to the mid/late Copper Age (3350–2200 BC); it has similar Cu-As alloy composition as the dagger, with 0.45wt% Sb (Table 5:39).
Interestingly, both objects hail from a stratified burial deposit that has yielded two more objects (a dagger and a halberd) seemingly cast from local copper (Table 5:7 and 38; see above for discussion). The same is true of the halberd rivet analysed–something that, in and of itself, implies local manufacture (Table 5:39A). How to make sense of isotopic differences between otherwise very similar objects from the same site? An economical explanation is that they were all made from Southern Tuscan copper, some of which, however, came from a source whose LI signature is more shifted towards lower Pb values. However, the atypical LI signatures of these objects could also result from the mixing of copper from different sources. In particular, the mixing of southern Tuscan copper with metal from a more westerly source, be it the Apuanian Alps, the central/western Alps, or the French Massif Central, would likely produce the signal we see here. Overall, it is not implausible that mid/late Copper Age objects would be cast from mixed metal considering that copper production intensified in the early Copper Age, and Western Alpine mines might have been worked from the same time (see below). Enough metal would have been in circulation by this time to warrant early copper mixing. All considered, this is a hypothesis that we are keen to entertain and put to the test in future research.
Objects with suggested provenance from outside Tuscany
All other objects in the sample (five out of 20, or 25%) display LI ratios that are not compatible with the ore fields of Southern Tuscany or the Apuanian Alps. Among them are a trapezoidal axe-head from the Grosseto area and a Guardistallo-type dagger from Querceto, Siena (Table 5:100 and 170). Both objects have high-As, high-Sb alloy compositions that are otherwise typical of Copper Age metalwork from central Italy. Indeed, this is the most distinctive chemical signature of ‘Rinaldone metals’, since ternary Cu-As-Sb alloys are not documented in the northern or southern peninsula, or Sardinia [9–10,100–101]. It is thus surprising to learn that the copper used for these objects may not be from Tuscany, considering the abundance of polymetallic sulphides in the region (see above).
Where might the copper metal hail from? The LI signal of the Grosseto axe fits very well with the KDE model of Sardinian ores (Fig 8D), but we exclude this provenance due to the object’s high-Sb content. Antimony is generally absent in isotopically compatible copper-bearing deposits from the region, including Genna Olidoni and Funtana Raminosa. None of these sources have yielded Sb-containing minerals, except for very minor traces of berthierite [102–103]. This reading is strengthened by the analysis of Bronze and Iron Age Sardinian metals, featuring similar LI signals but tiny amount of Sb, typically less than few tens of ppm [104]. Our As/Sb-rich objects are also isotopically compatible with the KDE model of the Western Alps (i.e. Falda Piemontese and Brianzonese Ligure ore-mineral deposits; Fig 8C, blue circles) and with Iberian ore bodies from the Alcudia Valley and Iberian Pyrite Belt (not shown in the graphs). Considering that As and/or Sb impurities are present in several cupriferous ore bodies from the Western Alps (e.g. in the tetrahedrite-tennantite compounds from the Murialdo-Pastori mine near Savona, western Liguria [90,105]) provenance from this region is preferred to Iberia on grounds of proximity. The Western Alpine isotopic field comprises a broad arc ranging from central/western Switzerland to western Liguria, which can hardly be discriminated further based on LI fingerprinting alone.
Typologically, the Grosseto axe-head is indistinctive. The Guardistallo-type dagger from Querceto, however, is idiosyncratically central Italian [3]; we must thus presume that it was cast in Tuscany using metal from the Western Alps. While the axe-head is hard to date precisely due to its unspecific morphology, the dagger is firmly tied to the early/middle Copper Age (3600–2800 BC) by several radiocarbon dates and tight comparanda [11,71]. As the situation stands, copper mining is documented in the Western Alps from the late 3rd millennium BC (e.g. at Saint-Véran) [27,106], although the first metal artefacts appeared in the region a thousand years earlier [107–108]. This is compatible with the dagger’s chronology proposed here, which, if accepted, would independently pinpoint the beginning of copper sourcing in the Western Alps to the 4th (or initial 3rd) millennium BC.
Two further objects show LI signatures statistically compatible with Western Alpine ore deposits (Fig 8C, red circles). The first is an axe-head from Garfagnana, a mountainous region in northwest Tuscany (Table 5:55). This is a morphologically unique implement for which no tight comparisons can be drawn with any Italian axe-head known to date. Its unusual shape might suggest importation from outside the peninsula, although unique objects do occur, in small numbers, in the early Italian record (e.g. [109] and the Vetralla halberd discussed above). The object’s archaic design and features might indicate 4th millennium production. Chemically, it displays medium values of As, Sb and Ag; this is compatible with sourcing from Western Alpine polymetallic ores (or the co-smelting of Cu and As/Sb ores from this area). Isotopic and chemical signals seem therefore to support each other and strengthen the provenance hypothesis proposed here.
The second object is a trapezoidal axe-head from Abruzzo, a region in east-central Italy (Table 5:412). The object falls within a broad class of stout tools with bi-convex profiles that are overall dated to the early Copper Age, 3600–3350 BC [71]. Isotopically, it is compatible with the Western Alpine ore deposits; its LI signal, however, partly overlaps with several Balkan ore fields, and is especially close to the Timok magmatic area in Serbia (Fig 7). Chemically, the implement is made of very pure copper. This is consistent with both chalcopyrite and bornite-dominated ores from the Western Alps (e.g. Saint-Véran, Beth-Ghinivert, and Via Fiorcia) [90] and the malachite/azurite secondary ores of the Serbian mines (e.g. Bor and Majdanpek) [110]. Although alloy composition and chemistry are of little help in resolving the provenance ambiguity, it is intriguing that the sole object in the sample showing possible Balkan connections is from east-central Italy. This invites further research into early metals from the region.
Our sample also comprises an axe-head from the hinterland of Siena showing very low 206Pb/204Pb and 208Pb/204Pb values (Table 5:360). Such isotopic values are compatible with very few ore deposits sampled to date. Based on the ED calculations, only two areas can be suggested as sources of the copper metal: the Alcudia Valley in the Iberian Peninsula and the Montaigne Noire district of the Massif Central, southern France. Based on the KDE estimates of the available samples, the French provenance is statistically preferred (Fig 8B). The implement is typologically dated to the early Copper Age (3600–3350 BC), although a lower chronology cannot be ruled out completely. Chemically, it features a rather pure alloy composition showing detectable, if low, Sb values; this hints at an ore source containing this element as an impurity. Antimony is frequently found in the copper-bearing deposits of the Massif Central, and shows in early metals from the region [107,111]. Provenance from southern France is thus a distinct possibility.
Learning that the copper used to cast an early axe-head from Tuscany might come from the French Midi is an unexpected finding provoking further reflections. The first is chronological. Whilst we acknowledge that the object is not as securely dated as one would wish it were, it is most probably 4th millennium BC. As with the Western Alpine sources discussed above, this axe-head raises the possibility that the Massif Central ore deposits might have first been exploited somewhat earlier than 3100 BC [16,112]. The second is typological. Although early Italian axe-heads could be difficult to classify, the object falls within the morphological parameters of central Italian implements. This suggests that it was cast in Tuscany using copper metal that might have come from faraway lands.
Notably, several markers of a new ‘Italian connection’ appeared in the Western Alps and the lower Rhone valley from the mid/late 4th millennium BC. These include rock carvings (and an actual specimen) of Remedello daggers–a characteristically Italian dagger type [113]. The ‘Italian connection’ also encompasses a metal-rich burial from Fontaine-le-Puits, Savoy, which has yielded a metal dagger whose shape and alloy composition suggest provenance from central Italy. The burial itself is culturally alien in the area and shows striking similarities with ‘Rinaldone-style’ Italian interments. Two radiocarbon dates pin the burial to the 4th millennium BC, the highest probability falling between 3500–3340 BC [108]. In light of this evidence, it is not far-fetched to suggest that Italian prospectors and metalworkers active the Western Alps from the mid-4th millennium BC might have travelled on to the Massif Central, perhaps bringing with them knowledge of extractive metallurgy [12,114].
Understanding metal procurement and exchange in early Italy
Early Italian metallurgy was long believed to result from socio-technological dynamics of largely regional scope. After its invention in the late 5th or early 4th millennium BC, perhaps triggered by knowledge transfer from the Balkans via the eastern Alps, extractive metallurgy–it was posited–would have taken hold in the ore-rich districts of Tuscany and surrounding regions from the mid-4th millennium BC [12]. Here, it would have grown and developed through the ages, nurtured by near-inexhaustible sources of copper and other sought-after metals. This prevalent view was supported by three arguments. First, early metals tend to cluster around the mining areas of west-central Italy; their numbers decline significantly as one moves into ore-starved lands east of the Apennines and south of the Tiber valley [115,50]. Secondly, early metals were overwhelmingly cast and fashioned according to regional design choices. This is especially the case with daggers and halberds, whose distinctive morphologies are taken to indicate local production and circulation, but is also true of certain axe-head types [3–5,71,116–117]. Thirdly, early metals, and especially daggers and halberds, often contain relatively high amounts of arsenic and/or antimony; this is normally explained with derivation from polymetallic compounds, of which Tuscany is rich. Notably, while binary Cu-As alloys are found all over the peninsula, ternary Cu-As-Sb alloys are near-unique to the ‘Rinaldone’ metallurgical style of central Italy. This would confirm the local character of early metal production and exchange in the region [9–10,100,115].
The data discussed in this paper have enriched, and nuanced, the orthodox view outlined above. Based on the provenance hypotheses proposed above, 55–75% of metals in our sample would be cast from Tuscan copper, from either Southern Tuscany or the Apuanian Alps. Overall, this is in line with the morphology and alloy composition of these objects, suggesting local procurement, manufacture, and uses. At least 25% of the objects, however, would be made from copper coming from further afield. This would have reached central Italy through exchange mechanisms linking the middle and upper Tyrrhenian coast, the western Alps, and southern France. The copper metal was probably exchanged as finished objects, considering that ingots are not documented in Italy until the Bronze Age [50,116,118]. In central Italy, the foreign-looking artefacts would be recast into ‘Rinaldone-style’ axe-heads, daggers, and halberds to satisfy cultural expectations concerning object design and function. In the 4th millennium BC, this would not normally involve any mixing of copper from different sources. Indeed, it is likely that early metal recycling hinged upon the recasting of individual objects into new objects of the same kind; axe-heads would be cast into new axe-heads, and so would daggers and halberds. This reading is not only suggested by the lack of blurred or anomalous LI signatures in the earliest metals from our sample, but also by their stable chemistry by object category. Had early smiths cast daggers into axe-heads and vice versa, we would not witness the sharp compositional patterns found in central Italian metals, with axe-heads being mostly pure-Cu and daggers and halberds being either Cu-As or Cu-As-Sb [9–10,100,115].
Seemingly, things started to change in the 3rd millennium BC. A dagger and a halberd in our sample display isotopic signatures that might be explained by admixture of copper from Southern Tuscany and a more westerly ore field (Table 5:8 and 39). Still, their high-As alloy composition suggests that recycling would be carried out preferentially within object category. This behaviour may have been motivated by distinctive cultural notions concerning early metallic substances, whereby pure copper, arsenical (and arsenical/antimonial) copper, and silver/antimony were conceptualised as distinct metals to be used for casting different objects which, in turn, would serve different purposes and acquire unlike social biographies and meanings [10,50,66]. Interestingly, this reading is in line with copper recycling practices in early Europe as revealed by the study of trace element behaviour in compositional groupings, or ‘Oxford system’ [24,119–121]. In the British Isles, for example, metals were rarely recycled in the Chalcolithic (c.2500-2200 BC). When this occurred, they were normally cast into similar objects, ostensibly without adding any exogenous metal in the crucible. It was only in the Early Bronze Age that cultural taboos against breaking and melting old objects were challenged and recycling became both more frequent and less rule-bound. Growing amounts of metals with mixed chemical signatures and depleted volatile elements indicate this clearly [119,122]. This picture ties in neatly with the data discussed in this paper, showing, incidentally, that LI analysis and the ‘Oxford system’ complement one another rather well [24,123].
The interpretation proposed here is further strengthened by comparing the LI signals of central Italian metals with those of other 4th and 3rd millennia BC objects from the literature (Fig 9). These include, for Italy, four objects from the Col del Buson hoard, northeast Italy [124]; two awls from Arene Candide and Grotta della Pollera, Liguria [30]; and the Iceman’s axe-head from the eastern Alps [125]; for Switzerland, metalwork from Saint-Blaise/Bains des Dames near Neuchâtel [126] and Zug-Riedmatt [127]; for Austria, several objects pertaining to the Münchshöfen cultural horizon as identified by Höppner and co-workers, including the Hornstaad disk [110]; for Serbia, metalwork assigned to the Baden-Kostolac horizon [128,groups 4 and 7], which is roughly contemporary with the Mondsee group from the northern Alps [129]; and for central Europe, a number of objects belonging to the Mondsee and Riesebusch horizons [130].
Fig. 9. Comparison of the LI data of 4th and 3rd millennia BC objects from Italy, Switzerland, Austria and Serbia, with ore data; (a): 2D plot of 206Pb/204Pb vs 207Pb/204Pb LI data; (b) 2D plot of 206Pb/204Pb vs 208Pb/204Pb LI data. Based on the diagrams presented at Fig 9 we note that: (1) all objects from north-eastern Italy show LI signatures compatible with sources from the south-eastern Alps, except for an item from Col del Buson, possibly made from Balkan copper, and the Iceman’s axe-head, whose LI signal is compatible with the ore fields of Southern Tuscany; (2) all objects from west-central and north-western Italy display LI signatures compatible with Tuscan (i.e. Southern Tuscany and Apuanian Alps), Western Alpine, and, in one instance, southern French ore deposits; (3) most Swiss objects can tentatively be provenanced from three major copper sources: the Alps (mostly the western Alps but also the Valsugana VMS ores in the south-eastern Alps), the Massif Central, and the Austrian falhores from the Inn Valley. However, the Zug-Riedmatt axe-head might be made from Tuscan copper, and some of the Blaise/Bains des Dames objects show LI signals compatible with Irish and Serbian mines [partly contra 126]; (4) apart from the Hornstaad disk (Lake Constance), virtually all objects from the central and eastern European Münchshöfen, Baden-Kostolac, and Mondsee horizons seem to be made of copper from either central Europe (Bohemian or Slovakian ores) or the Balkans.
These data suggest three distinct copper procurement and circulation networks: (1) central and eastern European communities would source their copper from the north-eastern Alps, the Slovakian Ore Mountains, and the central Balkans; (2) communities located in west-central and north-western Italy would obtain their copper from Tuscany, the Western Alps, and the French Midi; and (3) north-eastern Italian communities would tap into more self-contained circuits originating from the south-eastern Alps. The three networks seem to have operated largely independently from one another. Some metals did move across boundaries (e.g. the Iceman’s axe-head) [125], but these are few and far between. As the situation stands, the sole mould-breakers were late Neolithic societies from the central Alps. Perhaps due to their location at the crossroads of the three networks, they could tap into them all, reaching out, on occasion, as far as the French Midi to the southwest, Tuscany to the south, and perhaps Serbia to the east. Chronological factors, as well as geography, might contribute to explaining the unique central Alpine pattern (especially in light of the hiatus in metal production affecting the region in the late 4th millennium BC) [131], but their investigation goes beyond the scope of this paper. What we remark here is that the three networks mostly operated within their own bounds, meeting and mingling only in the central Alps.
Interestingly, the ‘Oxford system’ reconstruction of Alpine metal flow corroborates the picture painted by lead isotopy [23,132]. By examining variation in metal chemistry over time, Perucchetti and collaborators (including this paper’s lead author) concluded that, in the Alpine region: (a) most metals were procured, exchanged, and consumed locally during the late Neolithic and Copper Age; exceptions to the rule are not quantified, but they might not be far from the 75–25 ratio of local v. alien metal proposed in this paper; (b) variation in alloy composition decreases in the Early Bronze Age, pointing to growing exchange and admixture within broader (and largely mutually exclusive) circuits in the western and eastern Alps; (c) tin-bronze metallurgy first emerged in the Early Bronze Age, with tin moving independently from copper but following, to a great extent, the east-west split highlighted above. Remarkably, the split does not follow the Alpine watershed, but cuts it asunder from the Swiss plateau to the Po valley.
The similarities between Perucchetti and collaborators’ reading and the model proposed here are striking, considering that they were developed using dissimilar conceptual frameworks and analytical methods. However, this study integrates and nuances their findings in three important ways. Firstly, it backdates the east-west split in copper circulation zones to the Copper Age, bringing forwards one of the most stable and enduring cultural boundaries of early Europe, which cuts across physical geography and, in the Po valley, a navigable river system. Secondly, it extends this cultural boundary southwards into central Italy, suggesting that communities living west of the Apennines would partake in the exchange network linking Tyrrhenian Italy with the western Po plain, the Western Alps, and southern France. It is presently unclear if the communities living east of the Apennines would tap into this circuit. It is fascinating to note, however, that the one object analysed from this area shows a LI fingerprint compatible with both Western Alpine and Serbian ore deposits (Table 5:412); this might point to a cross-Adriatic circulation sphere worth investigating further. Both sides of the Adriatic were drawn into the sprawling ‘Cetina’ cultural network in the mid/late 3rd millennium BC, and it is tempting to postulate that the seeds of cross-Adriatic connectivity were sown a thousand years earlier [133–134]. Thirdly, our research shows with greater clarity than in Perucchetti et al. [23] the unique advantage enjoyed by central Alpine communities, which would have tapped into all three circuits from the beginning of the metal age.
As a final point to make, our research has provided important evidence concerning the Italian ore-mineral sources that early metalworkers did not exploit to make copper. The most surprising result is that none of the metal objects analysed bears the isotopic signal of the ophiolitic mines of eastern Liguria (e.g. Libiola and Monte Loreto), which were first worked in the mid-4th millennium BC (Fig 10) [1–2,135]. Despite our wide-ranging sampling extending to nearby ore deposits, and the statistically significant model developed as part of our project, this copper remains elusive. Likewise, we have not identified any copper from the ore deposits of the Tusco-Emilian Apennines (e.g. Impruneta), the Tuscanian Units of the inner Ligurides (e.g. Montecatini-Val di Cecina), and the Umbro-Marches Units of the outer Ligurides (e.g. Monti Rognosi) (Table 3). Considering the small sample size, however, future research might be able to capture some of this metal.
Fig. 10. Comparison of the isotopic signal of central Italian metal objects with the 2D KDE model derived for the Liguria-Apennine mines. Conclusions
The article has discussed results of an interdisciplinary research project investigating the provenance and exchange of 4th and 3rd millennium BC metal objects from central Italy through integrated LIA, chemical characterisation, and archaeological analysis. The research has painted a bold new picture of the dynamics of metalwork procurement and circulation, whose implications go beyond the region examined. Firstly, it has confirmed the importance of the Tuscan Ore Mountains (and neighbouring deposits) as copper-bearing sources; they were exploited from the mid-4th millennium BC for the production of most objects in our 20-strong sample. This is an important datum in its own right as virtually no evidence of early workings survives in Tuscany due to extensive historic mining.
Secondly, it has highlighted significant instances of copper procurement from alternative sources. The most likely candidates for this copper metal are the Apuanian Alps (northwest Tuscany), the Western Alps, and–limited to one object–the French Massif Central. Considering object chronology, we have suggested that these deposits, too, might have been exploited from the mid/late 4th millennium BC. This is an important finding, which pushes back the beginnings of copper mining in these regions considerably. The discovery of non-Tuscan copper in central Italy at the dawn of the metal age is a significant, and largely unexpected, research result, which warrants further explorations grounded in a larger sample of objects. Further studies should also clarify (a) if the lack of copper metal from Libiola, Monte Loreto, and other ore bodies from the northern Apennines is a visibility issues (due to the small sample size) or a real datum; and (b) if ternary Cu-As-Sb alloys solely characterise copper from the Western Alps (as the data preliminary indicate) or, as we would tentatively propose, are typical of both Western Alpine and Tuscan copper (considering the abundant polymetallic ore deposits from the latter region).
Thirdly, the research has highlighted significant evidence of early metal recycling. Considering that most objects in our sample display distinctive regional typological traits, but not all copper was sourced locally, we have suggested that central Italian smiths would have recast foreign-looking objects into familiar ones to satisfy cultural expectations concerning what a metal artefact should look like. Initially, this did not involve any mixing of metal. Old axe-heads were probably cast into new axe-heads, and so were daggers and halberds. Over time, however, the spread of copper recycling as a technological practice would have caused copper from different sources to be mixed together, as shown by the blurred LI signatures of certain 3rd millennium BC metals in the sample. This, too, is a significant research result that should be tested in future studies relying on a broader sample size.
Finally, and perhaps most importantly, the research has shown that early metal exchange in Italy and surrounding regions would have followed three networks. The first encompassed the north-eastern Alps, east-central Europe, and the Balkans; the second, the middle and upper Tyrrhenian region, the Western Alps, and the French Midi; and the third, the south-eastern Alps and north-eastern Italy. Central Alpine communities were apparently able to tap into all three circuits. Bolstering and nuancing the results obtained by Perucchetti et al. [23], we have argued that the three circuits showed exceptional vitality and longue durée; in northern Italy, and perhaps further afield, they were still active in the 2nd millennium BC.
The broad-brush picture painted in these pages suggests that multiple mechanisms and agents would have underpinned metal exchange within these networks. The objects found near the mining regions might have been procured directly. Those from other areas might have been passed on down the line, until someone decided to commit them to the ground as part of a ritual practice. Other objects yet would have been cast into new objects, the memory of their travels likely erased as the copper metal was melted and poured into a new mould. Whatever circumstances presided to the displacement of individual objects, the research has overall shown that, against a backdrop of regional procurement and circulation, several metals would have entered far-flung exchange networks that, through complex biographies involving new casting, smithing, and shaping events, took them hundreds of miles away from the lands where the copper was first extracted. Ore-rich Tuscany partook in one of these networks. As well as supplying metal to it, its prehistoric communities would have received some of the copper that, whatever its point of origin, constantly circulated through the network. Seen from this perspective, what may first seem to be a curious case of ‘bringing coals to Newcastle’ turns out to be a natural function of network dynamics, as revealed by integrated archaeology, metal chemistry, and lead isotope analysis.
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- Adherence to iron-folic acid supplement and associated factors among antenatal care attending pregnant mothers in governmental health institutions of Adwa town, Tigray, Ethiopia: Cross-sectional study
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- Discovery of Jogalong virus, a novel hepacivirus identified in a Culex annulirostris (Skuse) mosquito from the Kimberley region of Western Australia
- The effects of extended photoperiod and warmth on hair growth in ponies and horses at different times of year
- Modeling the effect of prolonged ethanol exposure on global gene expression and chromatin accessibility in normal 3D colon organoids
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- The evolution of secondary flow phenomena and their effect on primary shock conditions in shock tubes: Experimentation and numerical model
- Estimating the basic reproduction number of a pathogen in a single host when only a single founder successfully infects
- What drugs modify the risk of iatrogenic impulse-control disorders in Parkinson’s disease? A preliminary pharmacoepidemiologic study
- Evaluating emotional distress and health-related quality of life in patients with heart failure and their family caregivers: Testing dyadic dynamics using the Actor-Partner Interdependence Model
- Community- and trophic-level responses of soil nematodes to removal of a non-native tree at different stages of invasion
- Association of ECG parameters with late gadolinium enhancement and outcome in patients with clinical suspicion of acute or subacute myocarditis referred for CMR imaging
- Sonographic measurement of normal common bile duct diameter and associated factors at the University of Gondar comprehensive specialized hospital and selected private imaging center in Gondar town, North West Ethiopia
- Catchment-scale export of antibiotic resistance genes and bacteria from an agricultural watershed in central Iowa
- Impact of multi-drug resistant bacteria on economic and clinical outcomes of healthcare-associated infections in adults: Systematic review and meta-analysis
- Characterization of a universal screening approach for congenital CMV infection based on a highly-sensitive, quantitative, multiplex real-time PCR assay
- Proof-of-concept for a non-invasive, portable, and wireless device for cardiovascular monitoring in pediatric patients
- On PTV definition for glioblastoma based on fiber tracking of diffusion tensor imaging data
- Multiregional origins of the domesticated tetraploid wheats
- Racism against Totonaco women in Veracruz: Intercultural competences for health professionals are necessary
- Increased inflammation and endothelial markers in patients with late severe post-thrombotic syndrome
- Genes associated with body weight gain and feed intake identified by meta-analysis of the mesenteric fat from crossbred beef steers
- Intraoperative computed tomography imaging for dose calculation in intraoperative electron radiation therapy: Initial clinical observations
- Multiple paedomorphic lineages of soft-substrate burrowing invertebrates: parallels in the origin of Xenocratena and Xenoturbella
- Human lung epithelial BEAS-2B cells exhibit characteristics of mesenchymal stem cells
- Simple non-mydriatic retinal photography is feasible and demonstrates retinal microvascular dilation in Chronic Obstructive Pulmonary Disease (COPD)
- Evaluating poverty alleviation strategies in a developing country
- RNAmountAlign: Efficient software for local, global, semiglobal pairwise and multiple RNA sequence/structure alignment
- Maternal depressive symptoms and children’s cognitive development: Does early childcare and child’s sex matter?
- Pan-cancer analysis of somatic mutations and epigenetic alterations in insulated neighbourhood boundaries
- Evaluation of a bioengineered ACL matrix’s osteointegration with BMP-2 supplementation
- Psychosocial profiles of physical activity fluctuation in office employees: A latent profile analysis
- Prevalence and characteristics of Livestock-Associated Methicillin-Resistant Staphylococcus aureus (LA-MRSA) isolated from chicken meat in the province of Quebec, Canada
- HIV treatment response among female sex workers participating in a treatment as prevention demonstration project in Cotonou, Benin
- Soluble AXL as a marker of disease progression and survival in melanoma
- Using machine learning methods to determine a typology of patients with HIV-HCV infection to be treated with antivirals
- Quantifying tourism booms and the increasing footprint in the Arctic with social media data
- Gender differences influence over insomnia in Korean population: A cross-sectional study
- Impact of scion/rootstock reciprocal effects on metabolomics of fruit juice and phloem sap in grafted Citrus reticulata
- Adapting cognitive diagnosis computerized adaptive testing item selection rules to traditional item response theory
- Usability assessment of seven HIV self-test devices conducted with lay-users in Johannesburg, South Africa
- Autumn shifts in cold tolerance metabolites in overwintering adult mountain pine beetles
- Management of veterinary anaesthesia in small animals: A survey of current practice in Quebec
- Genetic structure of the European hedgehog (Erinaceus europaeus) in Denmark
- Molecular karyotyping of Siberian wild rye (Elymus sibiricus L.) with oligonucleotide fluorescence in situ hybridization (FISH) probes
- Umbilical cord separation time, predictors and healing complications in newborns with dry care
- The strain distribution in the lumbar anterior longitudinal ligament is affected by the loading condition and bony features: An in vitro full-field analysis
- Marine resource congestion in China: Identifying, measuring, and assessing its impact on sustainable development of the marine economy
- Analysis of attitudinal components towards statistics among students from different academic degrees
- Effects of fatigue induced by repeated-sprint on kicking accuracy and velocity in female soccer players
- A pre-clinical validation plan to evaluate analytical sensitivities of molecular diagnostics such as BD MAX MDR-TB, Xpert MTB/Rif Ultra and FluoroType MTB
- Leadership for success in transforming medical abortion policy in Canada
- Clinical correlates associated with the long-term response of bipolar disorder patients to lithium, valproate or lamotrigine: A retrospective study
- Determinants of change in long-acting or permanent contraceptives use in Ethiopia; A multivariate decomposition analysis of data from the Ethiopian demographic and health survey
- Forecasting stock prices with long-short term memory neural network based on attention mechanism
- On the genus Crossaster (Echinodermata: Asteroidea) and its distribution
- Intracellular and in vivo evaluation of imidazo[2,1-b]thiazole-5-carboxamide anti-tuberculosis compounds
- Serum amyloid P component promotes formation of distinct aggregated lysozyme morphologies and reduces toxicity in Drosophila flies expressing F57I lysozyme
- Optogenetically induced cellular habituation in non-neuronal cells
- An integrated vitamin E-coated polymer hybrid nanoplatform: A lucrative option for an enhanced in vitro macrophage retention for an anti-hepatitis B therapeutic prospect
- The effect of strontium and silicon substituted hydroxyapatite electrochemical coatings on bone ingrowth and osseointegration of selective laser sintered porous metal implants
- Modeling the Theory of Planned Behaviour to predict adherence to preventive dental visits in preschool children
- Molecular prevalence of Bartonella, Babesia, and hemotropic Mycoplasma species in dogs with hemangiosarcoma from across the United States
- Color discrimination and gas chromatography-mass spectrometry fingerprint based on chemometrics analysis for the quality evaluation of Schizonepetae Spica
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- Prediction of Uropathogens by Flow Cytometry and Dip-stick Test Results of Urine Through Multivariable Logistic Regression Analysis
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- Enzyme response of activated sludge to a mixture of emerging contaminants in continuous exposure
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- Transcriptome analysis of Actinidia chinensis in response to Botryosphaeria dothidea infection
- Evaluating two decision aids for Australian men supporting informed decisions about prostate cancer screening: A randomised controlled trial
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- Linguistic Z-number weighted averaging operators and their application to portfolio selection problem
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- Real-world data about emotional stress, disability and need for social care in a German IBD patient cohort
- The regenerative compatibility: A synergy between healthy ecosystems, environmental attitudes, and restorative experiences
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- The effect of various metal-salts on the sedimentation of soil in a water-based suspension
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- Correction: Quantification of speech and synchrony in the conversation of adults with autism spectrum disorder
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- Efficacy of a mitochondrion-targeting agent for reducing the level of urinary protein in rats with puromycin aminonucleoside-induced minimal-change nephrotic syndrome
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- Machine learning models for identifying preterm infants at risk of cerebral hemorrhage
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- An exploratory study on the quality of patient screening and counseling for hypertension management in Tanzania
- Relation of fibroblast growth factor receptor 2 expression to hepatocellular carcinoma recurrence after liver resection
- The Brief Measure of Emotional Preoperative Stress (B-MEPS) as a new predictive tool for postoperative pain: A prospective observational cohort study
- The impact of diabetes mellitus medication on the incidence of endogenous endophthalmitis
- Correction: Chl1 DNA helicase and Scc2 function in chromosome condensation through cohesin deposition
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- The effect of storage conditions on microbial communities in stool
- Role of donor genotype in RT-QuIC seeding activity of chronic wasting disease prions using human and bank vole substrates
- Influence of flow on phosphorus-dynamics and particle size in agricultural drainage ditch sediments
- A prospective, randomized, double-blind trial to compare body weight-adjusted and fixed doses of palonosetron for preventing postoperative nausea and vomiting in obese female patients
- Application of computerized 3D-CT texture analysis of pancreas for the assessment of patients with diabetes
- Predictive validation and forecasts of short-term changes in healthcare expenditure associated with changes in smoking behavior in the United States
- An information-based approach to handle various types of uncertainty in fuzzy bodies of evidence
- Oral magnesium supplementation for leg cramps in pregnancy—An observational controlled trial
- Health care professionals’ knowledge of commonly used sedative, analgesic and neuromuscular drugs: A single center (Rambam Health Care Campus), prospective, observational survey
- Campylobacter portucalensis sp. nov., a new species of Campylobacter isolated from the preputial mucosa of bulls
- OGG1 deficiency alters the intestinal microbiome and increases intestinal inflammation in a mouse model
- Transgenic interleukin 11 expression causes cross-tissue fibro-inflammation and an inflammatory bowel phenotype in mice
- Novel method to measure temporal windows based on eye movements during viewing of the Necker cube
- Whole blood transcriptomic analysis of beef cattle at arrival identifies potential predictive molecules and mechanisms that indicate animals that naturally resist bovine respiratory disease
- Effects of smoke flavoring using different wood chips and barbecuing on the formation of polycyclic aromatic hydrocarbons and heterocyclic aromatic amines in salmon fillets
- Sleep quality and sex modify the relationships between trait energy and fatigue on state energy and fatigue
- The role of peer, parental, and school norms in predicting adolescents’ attitudes and behaviours of majority and different minority ethnic groups in Croatia
- Filtered beauty in Oslo and Tokyo: A spatial frequency analysis of facial attractiveness
- The impact of rehabilitation frequency on the risk of stroke in patients with rheumatoid arthritis
- Availability, prices and affordability of selected antibiotics and medicines against non-communicable diseases in western Cameroon and northeast DR Congo
- The effect of mutations derived from mouse-adapted H3N2 seasonal influenza A virus to pathogenicity and host adaptation
- Detection of posttraumatic pneumothorax using electrical impedance tomography—An observer-blinded study in pigs with blunt chest trauma
- Educators’ perceptions of organisational readiness for implementation of a pre-adolescent transdisciplinary school health intervention for inter-generational outcomes
- Beyond the heterodimer model for mineralocorticoid and glucocorticoid receptor interactions in nuclei and at DNA
- The effects of sport expertise and shot results on basketball players’ action anticipation
- Framework and algorithms for identifying honest blocks in blockchain
- Efficacy and safety of anti-viral therapy for Hepatitis B virus-associated glomerulonephritis: A meta-analysis
- Selective transmission of some HIV-1 subtype C variants might depend on Envelope stimulating dendritic cells to secrete IL-10
- Noise reduction and quantification of fiber orientations in greyscale images
- Exploring the impact of terminology differences in blood and organ donor decision making
- Ontogenetic similarities between giraffe and sauropod neck osteological mobility
- Load transfer mechanism and critical length of anchorage zone for anchor bolt
- Income inequalities in stroke incidence and mortality: Trends in stroke-free and stroke-affected life years based on German health insurance data
- Community’s perception, experiences and health seeking behavior towards newborn illnesses in Debre Libanos District, North Shoa, Oromia, Ethiopia: Qualitative study
- Platelet indices significantly correlate with liver fibrosis in HCV-infected patients
- Reanalysis of the Bridge et al. study of suicide following release of 13 Reasons Why
- Validation of the easyscreen flavivirus dengue alphavirus detection kit based on 3base amplification technology and its application to the 2016/17 Vanuatu dengue outbreak
- The nitrate content of fresh and cooked vegetables and their health-related risks
- Bioreactor for mobilization of mesenchymal stem/stromal cells into scaffolds under mechanical stimulation: Preliminary results
- Serotonin transporter dependent modulation of food-seeking behavior
- Implicit task switching in Parkinson’s disease is preserved when on medication
- Root treatment with oxathiapiprolin, benthiavalicarb or their mixture provides prolonged systemic protection against oomycete foliar pathogens
- Real-world effectiveness and safety of ranibizumab for the treatment of myopic choroidal neovascularization: Results from the LUMINOUS study
- Non-gradient and genotype-dependent patterns of RSV gene expression
- Multiplex real-time PCR for the detection of Clavibacter michiganensis subsp. michiganensis, Pseudomonas syringae pv. tomato and pathogenic Xanthomonas species on tomato plants
- The 24-hour urinary cortisol in post-traumatic stress disorder: A meta-analysis
- Parasites modulate the gut-microbiome in insects: A proof-of-concept study
- The dynamics of shapes of vesicle membranes with time dependent spontaneous curvature
- Vascularization and biocompatibility of poly(ε-caprolactone) fiber mats for rotator cuff tear repair
- The shield of self-compassion: A buffer against disordered eating risk from physical appearance perfectionism
- Disease-specific out-of-pocket healthcare expenditure in urban Bangladesh: A Bayesian analysis
- Advanced biofilm analysis in streams receiving organic deicer runoff
- Upregulation of long non-coding RNA ROR1-AS1 promotes cell growth and migration in bladder cancer by regulation of miR-504
- Method development and validation for rapid identification of epigallocatechin gallate using ultra-high performance liquid chromatography
- Neonatal sepsis in Iran: A systematic review and meta-analysis on national prevalence and causative pathogens
- Drug-eluting versus bare-metal stents for first myocardial infarction in patients with atrial fibrillation: A nationwide population-based cohort study
- Same-day antiretroviral therapy initiation for HIV-infected adults in South Africa: Analysis of routine data
- Health-related quality of life among patients with type 2 diabetes mellitus in Eastern Province, Saudi Arabia: A cross-sectional study
- Photocatalytic biocidal effect of copper doped TiO2 nanotube coated surfaces under laminar flow, illuminated with UVA light on Legionella pneumophila
- The interoceptive hippocampus: Mouse brain endocrine receptor expression highlights a dentate gyrus (DG)–cornu ammonis (CA) challenge–sufficiency axis
- Educational attainment and HIV testing and counselling service utilisation during antenatal care in Ghana: Analysis of Demographic and Health Surveys
- Dissection of flag leaf metabolic shifts and their relationship with those occurring simultaneously in developing seed by application of non-targeted metabolomics
- Centromeres of Cucumis melo L. comprise Cmcent and two novel repeats, CmSat162 and CmSat189
- Acute high-intensity and moderate-intensity interval exercise do not change corticospinal excitability in low fit, young adults
- “I like the way I am, but I feel like I could get a little bit bigger”: Perceptions of body image among adolescents and youth living with HIV in Durban, South Africa
- Nanoparticle-based ‘turn-on’ scattering and post-sample fluorescence for ultrasensitive detection of water pollution in wider window
- The relationship of moral sensitivity and patient safety attitudes with nursing students’ perceptions of disclosure of patient safety incidents: A cross-sectional study
- Insights into the strategy of micro-environmental adaptation: Transcriptomic analysis of two alvinocaridid shrimps at a hydrothermal vent
- Thirty-day readmission after medical-surgical hospitalization for people who experience imprisonment in Ontario, Canada: A retrospective cohort study
- The effect of long-term brine discharge from desalination plants on benthic foraminifera
- Hyper-spectral response and estimation model of soil degradation in Kenli County, the Yellow River Delta
- Prescribing trends of glaucoma drugs in six major cities of China from 2013 to 2017
- Significant changes in synovial fluid microRNAs after high tibial osteotomy in medial compartmental knee osteoarthritis: Identification of potential prognostic biomarkers
- Reassortment and adaptive mutations of an emerging avian influenza virus H7N4 subtype in China
- Ischemia and reperfusion injury in superficial inferior epigastric artery-based vascularized lymph node flaps
- High failure rates of protease inhibitor-based antiretroviral treatment in rural Tanzania – A prospective cohort study
- Switchable resolution in soft x-ray tomography of single cells
- Mitochondrial DNA variations and mitochondrial dysfunction in Fanconi anemia
- Extended-spectrum beta-lactamase (ESBL)-producing and non-ESBL-producing Escherichia coli isolates causing bacteremia in the Netherlands (2014 – 2016) differ in clonal distribution, antimicrobial resistance gene and virulence gene content
- Molecular characterization of blaKHM-1 encoding plasmid in an Enterobacter hormaechei subsp. hoffmannii isolate from blood culture
- PR3 levels are impaired in plasma and PBMCs from Arabs with cardiovascular diseases
- Sex differences in self-regulation in early, middle and late adolescence: A large-scale cross-sectional study
- Interaction between elevated temperature and different types of Na-salicylate treatment in Brachypodium dystachion
- A highway crash risk assessment method based on traffic safety state division
- A brain connectivity characterization of children with different levels of mathematical achievement based on graph metrics
- Quantifying the level of difficulty to treat major depressive disorder with antidepressants: Treatment Resistance to Antidepressants Evaluation Scale
- Occupational gender segregation and economic growth in U.S. local labor markets, 1980 through 2010
- The association of telomere length and telomerase activity with adverse outcomes in older patients with non-ST-elevation acute coronary syndrome
- Construction of a high-density genetic map and fine mapping of a candidate gene locus for a novel branched-spike mutant in barley
- Alterations of aqueous humor Aβ levels in Aβ-infused and transgenic mouse models of Alzheimer disease
- Parameters impacting the live birth rate per transfer after frozen single euploid blastocyst transfer
- Deep2Full: Evaluating strategies for selecting the minimal mutational experiments for optimal computational predictions of deep mutational scan outcomes
- Economic compensation interventions to increase uptake of voluntary medical male circumcision for HIV prevention: A systematic review and meta-analysis
- Distinctive effect of anesthetics on the effect of limb remote ischemic postconditioning following ischemic stroke
- Natural hybridization between Phyllagathis and Sporoxeia species produces a hybrid without reproductive organs
- Preliminary evaluation of a novel nine-biomarker profile for the prediction of autism spectrum disorder
- The impact of peer attachment on prosocial behavior, emotional difficulties and conduct problems in adolescence: The mediating role of empathy
- Spatial and climatic variables independently drive elevational gradients in ant species richness in the Eastern Himalaya
- What is the qualitative evidence concerning the risks, diagnosis, management and consequences of gastrointestinal infections in the community in the United Kingdom? A systematic review and meta-ethnography
- Naringenin protects AlCl3/D-galactose induced neurotoxicity in rat model of AD via attenuation of acetylcholinesterase levels and inhibition of oxidative stress
- Key barriers and enablers associated with uptake and continuation of oral pre-exposure prophylaxis (PrEP) in the public sector in Zimbabwe: Qualitative perspectives of general population clients at high risk for HIV
- Characterizing the University of California’s tenure-track teaching position from the faculty and administrator perspectives
- Restoration of Mal overcomes the defects of apoptosis in lung cancer cells
- Patient preferences for maintenance therapy in Crohn’s disease: A discrete-choice experiment
- Diagnostic performance of serum interferon gamma, matrix metalloproteinases, and periostin measurements for pulmonary tuberculosis in Japanese patients with pneumonia
- Hesperidin improves insulin resistance via down-regulation of inflammatory responses: Biochemical analysis and in silico validation
- Accuracy of intraocular lens power calculation formulas using a swept-source optical biometer
- Characterization of black patina from the Tiber River embankments using Next-Generation Sequencing
- Comparison of blood lactate and perceived exertion responses in two matched time-under-tension protocols
- Fibrin hydrogels are safe, degradable scaffolds for sub-retinal implantation
- Post-translational modifications of Drosophila melanogaster HOX protein, Sex combs reduced
- Problem gambling, associations with comorbid health conditions, substance use, and behavioural addictions: Opportunities for pathways to treatment
- Liganded T3 receptor β2 inhibits the positive feedback autoregulation of the gene for GATA2, a transcription factor critical for thyrotropin production
- Characterization of METTL16 as a cytoplasmic RNA binding protein
- Impact of long-term storage and freeze-thawing on eight circulating microRNAs in plasma samples
- Nanosheet wrapping-assisted coverslip-free imaging for looking deeper into a tissue at high resolution
- Assessment of dynamic cerebral autoregulation in humans: Is reproducibility dependent on blood pressure variability?
- Early diagnosis of sepsis in emergency departments, time to treatment, and association with mortality: An observational study
- Validity of cerebrovascular ICD-9-CM codes in healthcare administrative databases. The Umbria Data-Value Project
- Tuberculoid leprosy: An in vivo microvascular evaluation of cutaneous lesions
- Neuromuscular blockers in the acute respiratory distress syndrome: A meta-analysis
- Identification of putative Type-I sex pheromone biosynthesis-related genes expressed in the female pheromone gland of Streltzoviella insularis
- Redefining transcriptional regulation of the APOE gene and its association with Alzheimer’s disease
- Disease-relevant mutations alter amino acid co-evolution networks in the second nucleotide binding domain of CFTR
- A bushel of viruses: Identification of seventeen novel putative viruses by RNA-seq in six apple trees
- Torque teno virus viral load is related to age, CMV infection and HLA type but not to Alzheimer's disease
- The variability of bacterial communities in both the endosphere and ectosphere of different niches in Chinese chives (Allium tuberosum)
- Tripartite factors leading to molecular divergence between human and murine smooth muscle
- Characterization of dermal skin innervation in fibromyalgia syndrome
- A neonatal nonhuman primate model of gestational Zika virus infection with evidence of microencephaly, seizures and cardiomyopathy
- A scoping review of importation and predictive models related to vector-borne diseases, pathogens, reservoirs, or vectors (1999–2016)
- Assessment of climate change impact on the malaria vector Anopheles hyrcanus, West Nile disease, and incidence of melanoma in the Vojvodina Province (Serbia) using data from a regional climate model
- Associations of cigarette smoking and burden of thoracic aortic calcification in asymptomatic individuals: A dose-response relationship
- Healthcare utilization of Mexican-American Medicare beneficiaries with and without Alzheimer’s disease and related dementias
- Evaluation of questionnaire as an instrument to measure the level of nutritional and weight gain knowledge in pregnant women in Poland. A pilot study
- TranCEP: Predicting the substrate class of transmembrane transport proteins using compositional, evolutionary, and positional information
- Non-Invasive Functional-Brain-Imaging with an OPM-based Magnetoencephalography System
- Expression of acyl-CoA-binding protein 5 from Rhodnius prolixus and its inhibition by RNA interference
- Transforming assessment of speech in children with cleft palate via online crowdsourcing
- High prevalence of off-label and unlicensed paediatric prescribing in a hospital in Indonesia during the period Aug.—Oct. 2014
- General practice management of rotator cuff related shoulder pain: A reliance on ultrasound and injection guided care
- Estimating the population size of female sex workers and transgender women in Sri Lanka
- Can helmet decrease mortality of craniocerebral trauma patients in a motorcycle accident?: A propensity score matching
- Obesity, smoking habits, and serum phosphate levels predicts mortality after life-style intervention
- Treatment of children under 4 years of age with medulloblastoma and ependymoma in the HIT2000/HIT-REZ 2005 trials: Neuropsychological outcome 5 years after treatment
- Can a semi-quantitative method replace the current quantitative method for the annual screening of microalbuminuria in patients with diabetes? Diagnostic accuracy and cost-saving analysis considering the potential health burden
- A two-arm parallel double-blind randomised controlled pilot trial of the efficacy of Omega-3 polyunsaturated fatty acids for the treatment of women with endometriosis-associated pain (PurFECT1)
- Association of benzodiazepines, opioids and tricyclic antidepressants use and falls in trauma patients: Conditional effect of age
- Burden and risk factors of cutaneous leishmaniasis in a peri-urban settlement in Kenya, 2016
- Predicting strike susceptibility and collision patterns of the common buzzard at wind turbine structures in the federal state of Brandenburg, Germany
- Embryonic thermal manipulation has short and long-term effects on the development and the physiology of the Japanese quail
- High-order radiomics features based on T2 FLAIR MRI predict multiple glioma immunohistochemical features: A more precise and personalized gliomas management
- Human-raptor conflict in rural settlements of Colombia
- Regional adaptations and parallel mutations in Feline panleukopenia virus strains from China revealed by nearly-full length genome analysis
- Long-term ecological research in southern Brazil grasslands: Effects of grazing exclusion and deferred grazing on plant and arthropod communities
- Assessment of peritoneal microbial features and tumor marker levels as potential diagnostic tools for ovarian cancer
- Survival analysis of 230 patients with unresectable hepatocellular carcinoma treated with bland transarterial embolization
- Adverse drug reaction reporting practice and associated factors among medical doctors in government hospitals in Addis Ababa, Ethiopia
- TaWAK6 encoding wall-associated kinase is involved in wheat resistance to leaf rust similar to adult plant resistance
- Deficiency syndromes in top predators associated with large-scale changes in the Baltic Sea ecosystem
- The inhibitor of apoptosis proteins antagonist Debio 1143 promotes the PD-1 blockade-mediated HIV load reduction in blood and tissues of humanized mice
- Allele specific expression of Dof genes responding to hormones and abiotic stresses in sugarcane
- Perceived relative social status and cognitive load influence acceptance of unfair offers in the Ultimatum Game
- Quantitative evaluation of choriocapillaris using optical coherence tomography and optical coherence tomography angiography in patients with central serous chorioretinopathy after half-dose photodynamic therapy
- Structure-function analyses of candidate small molecule RPN13 inhibitors with antitumor properties
- Extracting lung function measurements to enhance phenotyping of chronic obstructive pulmonary disease (COPD) in an electronic health record using automated tools
- Multiple fragmented habitat-patch use in an urban breeding passerine, the Short-toed Treecreeper
- Histological and immunohistochemical characterization of the porcine ocular surface
- Household environmental tobacco smoke exposure in healthy young children in Hong Kong: Prevalence and risk factors
- Wind energy development and wildlife conservation in Lithuania: A mapping tool for conflict assessment
- Characteristics and prognosis of primary treatment-naïve oral cavity squamous cell carcinoma in Norway, a descriptive retrospective study
- Effect of epoch length on intensity classification and on accuracy of measurement under controlled conditions on treadmill: Towards a better understanding of accelerometer measurement
- Peer distribution of HIV self-test kits to men who have sex with men to identify undiagnosed HIV infection in Uganda: A pilot study
- Error rates of human reviewers during abstract screening in systematic reviews
- Faecal analyses and alimentary tracers reveal the foraging ecology of two sympatric bats
- Urethral realignment with maximal urethral length and bladder neck preservation in robot-assisted radical prostatectomy: Urinary continence recovery
- Error metrics determination in functionally approximated circuits using SAT solvers
- Spatial movement pattern recognition in soccer based on relative player movements
- A novel visual ranking system based on arterial spin labeling perfusion imaging for evaluating perfusion disturbance in patients with ischemic stroke
- Prospective Validation of the Laboratory Risk Indicator for Necrotizing Fasciitis (LRINEC) Score for Necrotizing Fasciitis of the Extremities
- The importance of transporters and cell polarization for the evaluation of human stem cell-derived hepatic cells
- Incidence, trends, and outcomes of infection sites among hospitalizations of sepsis: A nationwide study
- Morphological and functional characteristics of mitral annular calcification and their relationship to stroke
- And the nominees are: Using design-awards datasets to build computational aesthetic evaluation model
- Service delivery interventions to increase uptake of voluntary medical male circumcision for HIV prevention: A systematic review
- Multidimensional Scales of Perceived Self-Efficacy (MSPSE): Measurement invariance across Italian and Colombian adolescents
- Diversity of Mycobacteriaceae from aquatic environment at the São Paulo Zoological Park Foundation in Brazil
- A graph-based algorithm for RNA-seq data normalization
- Parents’ underestimation of their child’s weight status. Moderating factors and change over time: A cross-sectional study
- Pharmacokinetics, absolute bioavailability and tolerability of ketamine after intranasal administration to dexmedetomidine sedated dogs
- Spatial variation in fertilizer prices in Sub-Saharan Africa
- Knowledge, beliefs, and concerns about bone health from a systematic review and metasynthesis of qualitative studies
- Successful isolation of Treponema pallidum strains from patients’ cryopreserved ulcer exudate using the rabbit model
- Effects of size and elasticity on the relation between flow velocity and wall shear stress in side-wall aneurysms: A lattice Boltzmann-based computer simulation study
- Pupil response to noxious corneal stimulation
- Incidence, risk factors and healthcare costs of central line-associated nosocomial bloodstream infections in hematologic and oncologic patients
- The impact of computed radiography and teleradiology on patients’ diagnosis and treatment in Mweso, the Democratic Republic of Congo
- Differential effects of synthetic psychoactive cathinones and amphetamine stimulants on the gut microbiome in mice
- Hepatitis B and C virus infection among HIV patients within the public and private healthcare systems in Chile: A cross-sectional serosurvey
- Increased episodes of aspiration on videofluoroscopic swallow study in children with nasogastric tube placement
- Obstructive sleep apnea and hypopnea syndrome in patients admitted in a tertiary hospital in Cameroon: Prevalence and associated factors
- Association of single nucleotide polymorphisms with dyslipidemia in antiretroviral exposed HIV patients in a Ghanaian population: A case-control study
- Sonic Hedgehog upregulation does not enhance the survival and engraftment of stem cell-derived cardiomyocytes in infarcted hearts
- The pharmacokinetic parameters and the effect of a single and repeated doses of memantine on gastric myoelectric activity in experimental pigs
- Blind method for discovering number of clusters in multidimensional datasets by regression on linkage hierarchies generated from random data
- Predictive factors of first dosage intravenous immunoglobulin-related adverse effects in children
- Description and characterization of the artisanal elasmobranch fishery on Guatemala’s Caribbean coast
- Individual and community level determinants of short birth interval in Ethiopia: A multilevel analysis
- Effects of rejection intensity and rejection sensitivity on social approach behavior in women
- The impact of IoT security labelling on consumer product choice and willingness to pay
- The development and validation of a measurement instrument to investigate determinants of health care utilisation for low back pain in Ethiopia
- Validity of the French version of the Autonomy Preference Index and its adaptation for patients with advanced cancer
- The epidemiological characteristics and spatio-temporal analysis of childhood hand, foot and mouth disease in Korea, 2011-2017
- Exponential random graph model parameter estimation for very large directed networks
- The implementation of community-based diabetes and hypertension management care program in Indonesia
- Effect of temperature variation on hospital admissions and outcomes in dogs with myxomatous mitral valve disease and new onset pulmonary edema
- The development of the Police Practices Scale: Understanding policing approaches towards street-based female sex workers in a U.S. City
- A capability approach to assess aquaculture sustainability standard compliance
- Pre-collecting lymphatic vessels form detours following obstruction of lymphatic flow and function as collecting lymphatic vessels
- Construct validity and reliability of the Talent Development Environment Questionnaire in Caribbean youth track and field athletes
- Optimization of cytotoxic activity of Nocardia sp culture broths using a design of experiments
- Tissue-resident macrophages can be generated de novo in adult human skin from resident progenitor cells during substance P-mediated neurogenic inflammation ex vivo
- Microbiota in foods from Inuit traditional hunting
- Investigating Italian disinformation spreading on Twitter in the context of 2019 European elections
- In vivo expression of peptidylarginine deiminase in Drosophila melanogaster
- Modelling zero-truncated overdispersed antenatal health care count data of women in Bangladesh
- Detection and density of breeding marsh birds in Iowa wetlands
- A lineage-specific rapid diagnostic test (Chagas Sero K-SeT) identifies Brazilian Trypanosoma cruzi II/V/VI reservoir hosts among diverse mammalian orders
- Aromatase deficiency in hematopoietic cells improves glucose tolerance in male mice through skeletal muscle-specific effects
- If host is refractory, insistent parasite goes berserk: Trypanosomatid Blastocrithidia raabei in the dock bug Coreus marginatus
- Antimicrobial resistance patterns and molecular resistance markers of Campylobacter jejuni isolates from human diarrheal cases
- Protective role of brain derived neurotrophic factor (BDNF) in obstructive sleep apnea syndrome (OSAS) patients
- An IL-18-centered inflammatory network as a biomarker for cerebral white matter injury
- Prevalence of antiphospholipid antibodies in Behçet's disease: A systematic review and meta-analysis
- Chemical analysis of snus products from the United States and northern Europe
- Effect of prednisolone on glyoxalase 1 in an inbred mouse model of aristolochic acid nephropathy using a proteomics method with fluorogenic derivatization-liquid chromatography-tandem mass spectrometry
- Impact of early-onset persistent stunting on cognitive development at 5 years of age: Results from a multi-country cohort study
- Aggregation of CAT tails blocks their degradation and causes proteotoxicity in S. cerevisiae
- Expression of concern: Compensatory increase of transglutaminase 2 is responsible for resistance to mTOR inhibitor treatment
- Common mental illness among epilepsy patients in Bahir Dar city, Ethiopia: A cross-sectional study
- Staging dementia based on caregiver reported patient symptoms: Implications from a latent class analysis
- Health-related quality of life and its determinants among ambulatory patients with epilepsy at Ambo General Hospital, Ethiopia: Using WHOQOL-BREF
- In silico analysis and high-risk pathogenic phenotype predictions of non-synonymous single nucleotide polymorphisms in human Crystallin beta A4 gene associated with congenital cataract
- Fungal diversity in canopy soil of silver beech, Nothofagus menziesii (Nothofagaceae)
- Referral decisions and its predictors related to orthopaedic care. A retrospective study in a novel primary care setting
- Readiness to prescribe: Using educational design to untie the Gordian Knot
- Influence of gelation on the retention of purple cactus pear extract in microencapsulated double emulsions
- Factors related to met needs for rehabilitation 6 years after stroke
- Association of cataract and sun exposure in geographically diverse populations of India: The CASE study. First Report of the ICMR-EYE SEE Study Group
- Investigation of injury severity in urban expressway crashes: A case study from Beijing
- Clinical outcomes of incident peritoneal dialysis patients coming from kidney transplantation program: A case-control study
- Evaluation of the factors influencing the housing safety awareness of residents in Shanghai
- Morphometric study of the diaphragmatic surface of the liver in the human fetus
- Food insecurity and dietary diversity among lactating mothers in the urban municipality in the mountains of Nepal
- Genetic characterization of Bacillus anthracis strains circulating in Italy from 1972 to 2018
- Promising antifungal activity of new oxadiazole against Candida krusei
- An atlas of personality, emotion and behaviour
- Long-term effects of intracranial islet grafting on cognitive functioning in a rat metabolic model of sporadic Alzheimer's disease-like dementia
- Compartmentalized profiling of amniotic fluid cytokines in women with preterm labor
- Comparison of the myometrial transcriptome from singleton and twin pregnancies by RNA-Seq
- Adverse reproductive effects of S100A9 on bovine sperm and early embryonic development in vitro
- Functional dynamics of bacterial species in the mouse gut microbiome revealed by metagenomic and metatranscriptomic analyses
- Astrocyte senescence promotes glutamate toxicity in cortical neurons
- Primary ciliary dyskinesia and psychological well-being in adolescence
- Dipeptidyl peptidase-4 is increased in the abdominal aortic aneurysm vessel wall and is associated with aneurysm disease processes
- Primary care physician knowledge, attitudes, and diagnostic testing practices for norovirus and acute gastroenteritis
- Microfluidic-prepared DOTAP nanoparticles induce strong T-cell responses in mice
- Intraocular scattering as a predictor of driving performance in older adults with cataracts
- Reduced bone mineral density among HIV infected patients on anti-retroviral therapy in Blantyre, Malawi: Prevalence and associated factors
- Correction: Extraversion personality, perceived health and activity participation among community-dwelling aging adults in Hong Kong
- A rainwater control optimization design approach for airports based on a self-organizing feature map neural network model
- Influence of inflammasome NLRP3, and IL1B and IL2 gene polymorphisms in periodontitis susceptibility
- 18F-FDG-PET/MRI in the diagnostic work-up of limbic encephalitis
- The socioeconomic impact of orthopaedic trauma: A systematic review and meta-analysis
- Treatment patterns among patients with moderate-to-severe ulcerative colitis in the United States and Europe
- City to city learning and knowledge exchange for climate resilience in southern Africa
- Nuclear translocation of Atox1 potentiates activin A-induced cell migration and colony formation in colon cancer
- Activity-dependent switches between dynamic regimes of extracellular matrix expression
- Molecular sequencing and morphological identification reveal similar patterns in native bee communities across public and private grasslands of eastern North Dakota
- A mathematical model for assessing the effectiveness of controlling relapse in Plasmodium vivax malaria endemic in the Republic of Korea
- Cryo-focused ion beam preparation of perovskite based solar cells for atom probe tomography
- Physiological and transcriptomic responses of Lanzhou Lily (Lilium davidii, var. unicolor) to cold stress
- Unusual genome expansion and transcription suppression in ectomycorrhizal Tricholoma matsutake by insertions of transposable elements
- Estimating associations between antidepressant use and incident mild cognitive impairment in older adults with depression
- The use of telephone communication between nurse navigators and their patients
- CNP mediated selective toxicity on melanoma cells is accompanied by mitochondrial dysfunction
- HIV RNA measurement in dried blood spots of HIV-infected patients in Thailand using Abbott m2000 system
- Retraction: Oncogenic Fibulin-5 Promotes Nasopharyngeal Carcinoma Cell Metastasis through the FLJ10540/AKT Pathway and Correlates with Poor Prognosis
- Ultra-rapid cooling of ibex sperm by spheres method does not induce a vitreous extracellular state and increases the membrane damages
- Some animals are more equal than others: Validation of a new scale to measure how attitudes to animals depend on species and human purpose of use
- Observation and quantification of the morphological effect of trypan blue rupturing dead or dying cells
- The visual perception of emotion from masks
- Hexavalent chromium removal and total chromium biosorption from aqueous solution by Quercus crassipes acorn shell in a continuous up-flow fixed-bed column: Influencing parameters, kinetics, and mechanism
- The predictive value of anthropometric indices for cardiometabolic risk factors in Chinese children and adolescents: A national multicenter school-based study
- Lean back and wait for the alarm? Testing an automated alarm system for nosocomial outbreaks to provide support for infection control professionals
- Regional disparities in health care resources in traditional Chinese medicine county hospitals in China
- Analysis on hydraulic characteristics of improved sandy soil with soft rock
- Development and use of a scale to assess gender differences in appraisal of mistreatment during childbirth among Ethiopian midwifery students
- Factors for starting biosimilar TNF inhibitors in patients with rheumatic diseases in the real world
- Correction: Force field generalization and the internal representation of motor learning
- Prevalence and foetomaternal effects of iron deficiency anaemia among pregnant women in Lagos, Nigeria
- Socioeconomic risk factors for fatal opioid overdoses in the United States: Findings from the Mortality Disparities in American Communities Study (MDAC)
- Microbiome signatures in neonatal central line associated bloodstream infections
- Interventions for incarcerated adults with opioid use disorder in the United States: A systematic review with a focus on social determinants of health
- Opening gap width influences distal tibial rotation below the osteotomy site following open wedge high tibial osteotomy
- The impact of lowbush blueberry (Vaccinium angustifolium Ait.) and cranberry (Vaccinium macrocarpon Ait.) pollination on honey bee (Apis mellifera L.) colony health status
- Surveys of knowledge and awareness of antibiotic use and antimicrobial resistance in general population: A systematic review
- Managerial capacity among district health managers and its association with district performance: A comparative descriptive study of six districts in the Eastern Region of Ghana
- Knee joint distraction in regular care for treatment of knee osteoarthritis: A comparison with clinical trial data
- Reconstruction of a regulated two-cell metabolic model to study biohydrogen production in a diazotrophic cyanobacterium Anabaena variabilis ATCC 29413
- Cochlear dysfunction is associated with styrene exposure in humans
- Intra-individual variation of particles in exhaled air and of the contents of Surfactant protein A and albumin
- Revisits, readmissions, and outcomes for pediatric traumatic brain injury in California, 2005-2014
- Enhanced handover mechanism using mobility prediction in wireless networks
- Association between regular exercise and asthma control among adults: The population-based Northern Finnish Asthma Study
- Pharyngeal microbiome alterations during Neisseria gonorrhoeae infection
- Assessment of the clinical utility of four NGS panels in myeloid malignancies. Suggestions for NGS panel choice or design
- Assessment of time management practice and associated factors among primary hospitals employees in north Gondar, northwest Ethiopia
- Genetic diversity and population structure of feral rapeseed (Brassica napus L.) in Japan
- Are the current gRNA ranking prediction algorithms useful for genome editing in plants?
- Difference between physical therapist estimation and psychological patient-reported outcome measures in patients with low back pain
- Heterogeneity in the distribution of 159 drug-response related SNPs in world populations and their genetic relatedness
- Metabolic and lipidomic profiling of steatotic human livers during ex situ normothermic machine perfusion guides resuscitation strategies
- Investigating cumulative effects of pre-performance routine interventions in beach volleyball serving
- Dispensing of antibiotics without prescription and associated factors in drug retail outlets of Eritrea: A simulated client method
- MicroRNA expression and DNA methylation profiles do not distinguish between primary and recurrent well-differentiated liposarcoma
- Assessment of acyl-CoA cholesterol acyltransferase (ACAT-1) role in ovarian cancer progression—An in vitro study
- Cytoplasmic factories, virus assembly, and DNA replication kinetics collectively constrain the formation of poxvirus recombinants
- The wavelet power spectrum of perfusion weighted MRI correlates with tumor vascularity in biopsy-proven glioblastoma samples
- Agreement between cardiovascular disease risk assessment tools: An application to the United Arab Emirates population
- Constructing HLM to examine multi-level poverty-contributing factors of farmer households: Why and how?
- Patterns of symptoms possibly indicative of cancer and associated help-seeking behaviour in a large sample of United Kingdom residents—The USEFUL study
- An automated alarm system for food safety by using electronic invoices
- Neural effects of acute stress on appetite: A magnetoencephalography study
- Use of magnetic resonance imaging to determine laterality of meniscal size in healthy volunteers
- Co-prevalence of extracranial carotid aneurysms differs between European intracranial aneurysm cohorts
- Thermal biology of two tropical lizards from the Ecuadorian Andes and their vulnerability to climate change
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- From the host's point of view: Effects of variation in burying beetle brood care and brood size on the interaction with parasitic mites
- Kernel-based Gaussian process for anomaly detection in sparse gamma-ray data
- Unmet care needs of children with ADHD
- Accelerometer-assessed outdoor physical activity is associated with meteorological conditions among older adults: Cross-sectional results from the OUTDOOR ACTIVE study
- Identification of Korean cancer survivors’ unmet needs and desired psychosocial assistance: A focus group study
- Evaluation of inactivated Bordetella pertussis as a delivery system for the immunization of mice with Pneumococcal Surface Antigen A
- The role of moral reasoning & personality in explaining lyrical preferences
- Would you like to participate in this trial? The practice of informed consent in intrapartum research in the last 30 years
- Correction: Mutation spectrums of TSC1 and TSC2 in Chinese women with lymphangioleiomyomatosis (LAM)
- Forward lunge before and after anterior cruciate ligament reconstruction: Faster movement but unchanged knee joint biomechanics
- Challenges associated with homologous directed repair using CRISPR-Cas9 and TALEN to edit the DMD genetic mutation in canine Duchenne muscular dystrophy
- Integrated targeted serum metabolomic profile and its association with gender, age, disease severity, and pattern identification in acne
- A prospective case-control study on miRNA circulating levels in subjects born small for gestational age (SGA) evaluated from childhood into young adulthood
- Polymer-fiber-coupled field-effect sensors for label-free deep brain recordings
- Global depth perception alters local timing sensitivity
- How to detect a polytrauma patient at risk of complications: A validation and database analysis of four published scales
- Module for SWC neuron morphology file validation and correction enabled for high throughput batch processing
- Reduced gray matter volume and cortical thickness associated with traffic-related air pollution in a longitudinally studied pediatric cohort
- Recombinant human soluble thrombomodulin is associated with attenuation of sepsis-induced renal impairment by inhibition of extracellular histone release
- Human and climatic drivers affect spatial fishing patterns in a multiple-use marine protected area: The Galapagos Marine Reserve
- Correction: Leisure-time physical activity and sports in the Brazilian population: A social disparity analysis
- Application of the mixture item response theory model to the Self-Administered Food Security Survey Module for Children
- Numerical simulation of atmospheric CO2 concentration and flux over the Korean Peninsula using WRF-VPRM model during Korus-AQ 2016 campaign
- Feline irradiated diet-induced demyelination; a model of the neuropathology of sub-acute combined degeneration?
- Improved multi-parametric prediction of tissue outcome in acute ischemic stroke patients using spatial features
- Genome-wide association and epistatic interactions of flowering time in soybean cultivar
- Correction: Association between workplace bullying and burnout, professional quality of life, and turnover intention among clinical nurses
- Correction: Estimation of membrane bending modulus of stiffness tuned human red blood cells from micropore filtration studies
- Correction: Limited indirect effects of an infant pneumococcal vaccination program in an aging population
- Correction: Targeting of the Plzf Gene in the Rat by Transcription Activator-Like Effector Nuclease Results in Caudal Regression Syndrome in Spontaneously Hypertensive Rats
- Fieldwork-based determination of design priorities for point-of-use drinking water quality sensors for use in resource-limited environments
- Young women’s reproductive health conversations: Roles of maternal figures and clinical practices
- Correction: Differential recordings of local field potential: A genuine tool to quantify functional connectivity
- Survival of medial versus lateral unicompartmental knee arthroplasty: A meta-analysis
- Novel MscL agonists that allow multiple antibiotics cytoplasmic access activate the channel through a common binding site
- Is it time to stop sweeping data cleaning under the carpet? A novel algorithm for outlier management in growth data
- Changes in oak (Quercus robur) photosynthesis after winter moth (Operophtera brumata) herbivory are not explained by changes in chemical or structural leaf traits
- Mutual interaction between motor cortex activation and pain in fibromyalgia: EEG-fNIRS study
- Evaluation of liposomal ciprofloxacin formulations in a murine model of anthrax
- Analysis of cholesterol in mouse brain by HPLC with UV detection
- Sugar, amino acid and inorganic ion profiling of the honeydew from different hemipteran species feeding on Abies alba and Picea abies
- Exploring prior diseases associated with incident late-onset Alzheimer’s disease dementia
- Hypertension prevalence in patients attending tertiary pain management services, a registry-based Australian cohort study
- SRL pathogenicity island contributes to the metabolism of D-aspartate via an aspartate racemase in Shigella flexneri YSH6000
- Correction: Comprehensive genome-wide analysis of the pear (Pyrus bretschneideri) laccase gene (PbLAC) family and functional identification of PbLAC1 involved in lignin biosynthesis
- Epilepsy in a melanocyte-lineage mTOR hyperactivation mouse model: A novel epilepsy model
- Water consumption and prevalence of irritable bowel syndrome among adults
- Mixed evidence for the relationship between periodontitis and Alzheimer’s disease: A bidirectional Mendelian randomization study
- Correction: Health conditions associated with overweight in climacteric women
- Correction: Determining Glomerular Filtration Rate in Homozygous Sickle Cell Disease: Utility of Serum Creatinine Based Estimating Equations
- Modelling the number of antenatal care visits in Bangladesh to determine the risk factors for reduced antenatal care attendance
- Correction: Cumulative viral load as a predictor of CD4+ T-cell response to antiretroviral therapy using Bayesian statistical models
- Dominant negative effects by inactive Spa47 mutants inhibit T3SS function and Shigella virulence
- ICOS-deficient and ICOS YF mutant mice fail to control Toxoplasma gondii infection of the brain
- Diel patterns in swimming behavior of a vertically migrating deepwater shark, the bluntnose sixgill (Hexanchus griseus)
- Life history of northern Gulf of Mexico Warsaw grouper Hyporthodus nigritus inferred from otolith radiocarbon analysis
- Physiology education for intensive care medicine residents: A 15-minute interactive peer-led flipped classroom session
- Strengthening capacity for natural sciences research: A qualitative assessment to identify good practices, capacity gaps and investment priorities in African research institutions
- Systematic scoping review of the concept of ‘genetic identity’ and its relevance for germline modification
- Height of overburden fracture based on key strata theory in longwall face
- Laboratory strains of Bacillus anthracis lose their ability to rapidly grow and sporulate compared to wildlife outbreak strains
- Improvement of classification performance of Parkinson’s disease using shape features for machine learning on dopamine transporter single photon emission computed tomography
- Comparative pharmacokinetics and pharmacodynamics of the advanced Retinol-Binding Protein 4 antagonist in dog and cynomolgus monkey
- Correction: A handy method to remove bacterial contamination from fungal cultures
- Correction: Effect of statin on life prognosis in Japanese patients undergoing hemodialysis
- Retraction: Outer Membrane Protein A (OmpA) of Shigella flexneri 2a Induces TLR2-Mediated Activation of B Cells: Involvement of Protein Tyrosine Kinase, ERK and NF-κB
- Retraction: Biofabrication of streptomycin-conjugated calcium phosphate nanoparticles using red ginseng extract and investigation of their antibacterial potential
- Receiver operating characteristic curve analysis of clinical signs for screening of convergence insufficiency in young adults
- Correction: Drivers of deforestation in the basin of the Usumacinta River: Inference on process from pattern analysis using generalised additive models
- Efficacy of fertilizing method for different potash sources in cotton (Gossypium hirsutum L.) nutrition under arid climatic conditions
- Podocyte autophagy is associated with foot process effacement and proteinuria in patients with minimal change nephrotic syndrome
- Effect of Lactobacillus acidophilus D2/CSL (CECT 4529) supplementation in drinking water on chicken crop and caeca microbiome
- Retraction: MiR-30a-5p Antisense Oligonucleotide Suppresses Glioma Cell Growth by Targeting SEPT7
- Correction: Dynamics of plasma micronutrient concentrations and their correlation with serum proteins and thyroid hormones in patients with paracoccidioidomycosis
- Impact of lower limb osteoarthritis on health-related quality of life: A cross-sectional study to estimate the expressed loss of utility in the Spanish population
- Correction: Prevalence of damaged and missing teeth among women in the southern plains of Nepal: Findings of a simplified assessment tool
- Correction: Tissue-Specific Expressed Antibody Variable Gene Repertoires
- Retraction: Immunoglobulin G Expression in Lung Cancer and Its Effects on Metastasis
- Correction: Causal knowledge promotes behavioral self-regulation: An example using climate change dynamics
- Retraction: Use of Granulocyte Colony-Stimulating Factor for the Treatment of Thin Endometrium in Experimental Rats
- Correction: Dynamic mechanical and nanofibrous topological combinatory cues designed for periodontal ligament engineering
- Correction: Evaluating the foundations that help avert antimicrobial resistance: Performance of essential water sanitation and hygiene functions in hospitals and requirements for action in Kenya
- From seed to flour: Sowing sustainability in the use of cantaloupe melon residue (Cucumis melo L. var. reticulatus)
- Core Scientific Dataset Model: A lightweight and portable model and file format for multi-dimensional scientific data
- Accounting for measurement error to assess the effect of air pollution on omic signals
- Leucine zipper transcription factor-like 1 binds adaptor protein complex-1 and 2 and participates in trafficking of transferrin receptor 1
- Barriers for tuberculosis case finding in Southwest Ethiopia: A qualitative study
- Genetic predisposition to celiac disease in Kazakhstan: Potential impact on the clinical practice in Central Asia
- A lower psoas muscle volume was associated with a higher rate of recurrence in male clear cell renal cell carcinoma
- Two angles of overqualification-the deviant behavior and creative performance: The role of career and survival job
- Cost-utility analysis of de-escalating biological disease-modifying anti-rheumatic drugs in patients with rheumatoid arthritis
- Efficient estimation of stereo thresholds: What slope should be assumed for the psychometric function?
- Learning efficient haptic shape exploration with a rigid tactile sensor array
- Effects of dietary supplementation with a microalga (Schizochytrium sp.) on the hemato-immunological, and intestinal histological parameters and gut microbiota of Nile tilapia in net cages
- Regional versus local wind speed and direction at a narrow beach with a high and steep foredune
- Fragmented QRS complex in patients with systemic lupus erythematosus at the time of diagnosis and its relationship with disease activity
- Severe thiamine deficiency in eastern Baltic cod (Gadus morhua)
- Transfer entropy as a variable selection methodology of cryptocurrencies in the framework of a high dimensional predictive model
- Psychometric validation of Czech version of the Sport Motivation Scale
- Correction: Multiple innate antibacterial immune defense elements are correlated in diverse ungulate species
- Recognition of personality disorder and anxiety disorder comorbidity in patients treated for depression in secondary psychiatric care
- Correction: Strategies for achieving high sequencing accuracy for low diversity samples and avoiding sample bleeding using illumina platform
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- Effect of Lactobacillus acidophilus D2/CSL (CECT 4529) supplementation in drinking water on chicken crop and caeca microbiome
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