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ReklamaVeterinary peer study groups as a method of continuous education—A new approach to identify and address factors associated with antimicrobial prescribing
Authors: Valerie-Beau Pucken aff001; Gertraud Schüpbach-Regula aff002; Manuela Gerber aff001; Corina Salis Gross aff003; Michèle Bodmer aff001
Authors place of work: Clinic for Ruminants, Vetsuisse Faculty, University of Berne, Berne, Switzerland aff001; Veterinary Public Health Institute, Vetsuisse Faculty, University of Berne, Liebefeld, Switzerland aff002; Swiss Research Institute for Public Health and Addiction, University of Zurich, Zurich, Switzerland aff003
Published in the journal: PLoS ONE 14(9)
Category: Research Article
doi: https://doi.org/10.1371/journal.pone.0222497Summary
Within the dairy industry, most antimicrobials are used for dry-cow therapy or mastitis treatment. To reduce antimicrobial usage in dairy cows, increasing awareness and behaviour change is necessary. As veterinarians are known to be influenced by their peers, peer study groups as a continuous education might contribute to this. Therefore, the objective of this study was to analyse written records of veterinary peer study group meetings to identify factors associated with antimicrobial prescribing decisions, and to analyse veterinarians’ attitude towards the benefits of this continuous education method. Twenty-three participating Swiss cattle practitioners were divided into three groups. Each group met every two to five months, together with a facilitator and an expert on the topic to be discussed. Written records from every meeting were taken and analysed qualitatively to identify factors influencing veterinarians’ decisions on antimicrobial prescribing and mastitis therapy. In addition, focus group discussions were conducted after the last meeting, to assess the veterinarians' learning achievements gained during the peer study group meetings. Extrinsic factors such as external pressure, competition, farmer, individual animal, farm and diagnostics as well as intrinsic factors such as own experience/attitude, knowledge and change of mindset during career could be shown to influence veterinarians’ decisions on antimicrobial prescribing. In the focus group discussions, the veterinarians stated that they gained new knowledge, received new stimuli, exchanged with their peers and felt supported in their relationship to their farmers. Since the identified factors are partly interrelated, it is not sufficient to change a single factor to achieve a change in the antimicrobial prescription behaviour of veterinarians. Veterinary peer study groups could contribute to the intention to change, because veterinarians experienced multiple benefits from this method of continuous education. In order to quantify this, the prescription data of the veterinarians are analysed in a next step.
Keywords:
Biology and life sciences – Organisms – Eukaryota – Psychology – Animals – Social sciences – People and places – Population groupings – Professions – Medicine and health sciences – Microbiology – Vertebrates – Amniotes – Mammals – Zoology – Women's health – Maternal health – pharmacology – Agriculture – Microbial control – Antimicrobials – Drugs – Behavior – Animal behavior – Veterinary science – Bovines – Cattle – Ruminants – Veterinarians – Veterinary medicine – Mastitis – Veterinary diagnostics – Livestock care – Farms – Collective animal behavior
Introduction
Antimicrobial usage (AMU) in food producing animals is known to contribute to the emergence of antimicrobial resistance [1–3]. As a result, several countries aim for the reduction of AMU by the introduction of a surveillance of antimicrobial usage with a special focus on food producing animals, which includes dairy cows [4–6]. In Switzerland, the National Strategy on Antibiotic Resistance (StAR) was launched in 2015 [7], and the Veterinary Medicinal Products Ordinance was changed in April 2016 to aim for an evidence-based use of antimicrobials (AMs) and restrict antimicrobial drug dispensing [8]. Even before that, veterinary drugs belonging to the category of antimicrobials could only be prescribed by a veterinarian [9]. The change in the Veterinary Medicinal Products Ordinance made this even more stringent. Now veterinarians may no longer leave stockpiles (or stores) of AMs intended for the prophylactic treatment of farm animals or "highest priority critically important antimicrobials" (HPCIAs) on farms. They are only allowed to dispense quantities of HPCIAs sufficient to treat those animals they have examined [8].
Within the dairy sector most AMs are used for treatment of mastitis and dry cow therapy [10–13]. Therefore, the focus of antimicrobial reduction is on the improvement of udder health, evidence-based treatment of mastitis and selective dry cow therapy [14–16]. Switzerland has a large dairy sector and is the country with the highest sale of intramammary antimicrobial preparations per population correction unit (biomass of livestock and slaughtered animals) in 2015 and 2016, in comparison to 29 other European countries [17–21].
A reduction of AMU in the dairy sector might be achieved by the implementation of a herd health management (HHM) plan that focuses on the prevention of infection and evidence-based use of AMs [16,22]. In this process the farm veterinarian, as one of the farmers' most important contact person for udder health and mastitis treatment, has a key role [23]. As the veterinarian can influence farmers' use of AMs to a high degree [24,25], a change in behaviour to more evidence-based medicine is also necessary among veterinarians for the successful reduction of AMs. Continuing veterinary medical education (CVME) as continuous education (CE, continuing professional development (CPD)) can provide the motivation, education and support to achieve this, and might therefore be a promising approach [26–29]. CE with general practitioners for human patients have already shown to improve evidence based medicine skills and to reduce antimicrobial prescribing [30,31].
CE could be provided via peer study groups, which are consistent groups, meeting on a regular basis and aiming for professional improvement (e.g. critical discussion of personal practice) [32]. It has been shown that peer study groups are common among general practitioners for human patients in Switzerland [32] and are also appreciated among farmers, enabling successful knowledge transfer [23,33]. Moreover, it was shown that peer study group participation of farmers could lead to a reduction of AMU without deterioration of udder health [34,35]. Advice and opinions from colleagues are important for decision making processes not only for farmers but also for veterinarians [36,37]. Nevertheless, at present, the majority of CVME in Switzerland consists of lecture-like events, with a large and/or variable number of participants. Peer group education has not yet been used as CVME among veterinarians in Switzerland. In veterinary medicine students, the positive aspects of peer study group learning were already investigated [38–40]. The benefits of veterinary peer study groups (VPSGs) for CVME have not yet been investigated in detail.
Considering the important role of veterinarians in the reduction of AMs, it is important to get insight into veterinarians' mindset towards the antimicrobial prescription practice for mastitis treatment [23,41]. Factors affecting the prescription patterns of veterinarians and the administration patterns of farmers have already been analysed several times in recent years [27,28,42–47]. Within those studies, data were collected qualitatively (interviews, questionnaires and focus group discussions) and quantitatively (antimicrobial data collected through veterinary prescription and dispensing records and sales data). Up to now, VPSG discussions have never been used as a data source to identify the factors influencing antimicrobial prescription for udder health.
Therefore, the first objective of this study was to identify factors influencing veterinarians' decisions to prescribe AMs, using written records from peer study group meetings. The second aim was to obtain veterinarians' view on this method of CVME in terms of their perceived learning experience.
Materials and methods
Selection of participants
Swiss cattle practitioners were recruited for participation in regular peer study group meetings with the headline topic udder health.
For this purpose, two newsletters were sent out via the Cattle Health Service (RGD) and one article was published in the Swiss Archive for Veterinary Medicine [48]. Additionally, the project was presented at the CVME for farm animal practitioners in Berne and Zurich, which are organized by the Vetsuisse Faculties of the Universities of Berne and Zurich. This monthly lecture-like event presents case studies and projects from the faculties and is open to every interested veterinarian. The participating practitioners were required to fulfil the following two preconditions. Firstly, they should be a member of the Swiss Association for Ruminant Health and secondly, they should work with a specialized practice software that facilitates the acquisition of antimicrobial prescription data. These data will be used in further studies to analyse the amount of AMs prescribed during the peer study group period.
In total 30 interested veterinary practices replied. Each practice represented at least one veterinarian. Eight veterinary practices decided against participation due to time constraints, and one veterinary practice was too far away to contribute to the peer study groups on a regular basis. As a result, 21 participating veterinary practices were subdivided into three peer study groups. From these 21 veterinary practices 23 veterinarians, from approximately 500 Swiss cattle practitioners, participated [49,50]. The VPSG were built according to mother tongue and for organisational reasons, as the veterinarians had to be able to reach the venue of the meetings within an hour. Seven veterinarians were French-speaking and formed the peer study group in the Romandie, the French-speaking part of Switzerland. Eight veterinarians came from Berne and its surroundings and formed the peer study group in Berne. The remaining eight veterinarians came from the northern and eastern part of Switzerland and formed the peer study group in eastern Switzerland. The geographical distribution of the participating veterinarians largely corresponds to the nationwide distribution of dairy farms and thus also to the distribution of cattle practitioners [51,52]. However, the study population is too small to be considered representative for all Swiss cattle practitioners.
The participants were aware that the VPSGs were part of a project which focuses on antimicrobial reduction for udder health. They received an information sheet on the purpose of the study and signed an informed consent, assuring confidential handling of the data (S1 Appendix). The veterinarians did not receive any compensation payment for the participation and the only incentives they received were snacks during the evenings and credit points for continuous education granted by the Swiss Association for Ruminant Health.
Peer study group meetings
Each peer study group met every two to five months (depending on the needs of participants) for one evening, starting in August 2016 and ending in February 2018. During the initial kick-off meeting, the veterinarians decided firstly on the topics of the peer study group meetings and secondly on the sequence of topics for the next three meetings. The sequence of the remaining topics evolved during the following peer study group meetings. During every meeting a facilitator (the first author, VP) and an expert, which was always a person with expertise in the respective topic, was present. To train as a facilitator, VP attended a farmers’ peer study group and twice met the head of consulting of INFORAMA Rütti, an educational, advisory and convention centre for agriculture and home economics that offers peer study groups for farmers. She did not know the veterinarians personally in advance. Several times the senior author (MB) acted as the expert of the evening.
The evenings were designed so that veterinarians could share their assessments and experiences on the subject. For this purpose, the facilitator asked questions that were always adapted to the respective topic. For the questions on the assessment within the topic, the veterinarians were supposed to classify themselves with the help of a scale. However, there was also room for an open discussion. The questions on the veterinarians' experiences aimed to encourage an open discussion on the specific issue. All these questions were essentially the same for each VPSG. Occasionally questions were added, which resulted from experiences that had been gained at previous meetings on this topic. In addition, there was a discussion round with the expert. This discussion round was either an open discussion with the expert and the veterinarians or the expert gave a presentation about the respective topic during which the veterinarians could ask questions throughout. The evenings always ended with a final feedback session among the participants. During the feedback session, the veterinarians were asked to give positive and negative feedback of the evening and which main conclusion they drew from the subject.
To offset variations in the culture of discussion between the peer study group members, the facilitator alternated between asking the veterinarians for oral or written contributions. Written contributions were collected by the facilitator and either read out or written on the blackboard. The written contributions ensured that each participant had the opportunity to express or share his or her opinion.
The facilitator’s main task was to prevent the discussion changing to other topics during the evening and to ensure that all participants were given equal time and opportunity to speak. Written records were taken from every peer study group meeting by one note-taker, which was one additional person. The initial kick-off meeting was excluded from analysis, as it was only explanatory and organisational.
Data collection and analysis
The written records, taken from one note-taker, were digitalized and imported into the qualitative software MAXQDA Analytics Pro 12 (VERBI Software, Berlin, Germany). The quotations of the veterinarians were anonymized in order to make a direct allocation impossible. These anonymized written records were applied as datasets to identify factors that are influencing veterinarians' decisions on antimicrobial prescription and mastitis therapy (S2 Appendix).
Framework method
All written records were analysed using a modification of the thematic framework analysis from Gale et al. 2013 to identify factors which influence veterinarians' decisions on antimicrobial prescription and mastitis therapy (Fig 1) [53].
Fig. 1. Flowchart as simplified illustration of the qualitative data analysis.
Firstly, for familiarization with the data, the written records from every peer study group meeting were read by two researchers (First author (VP, a veterinarian with training in qualitative health research methods) and third author (MG, a veterinarian working on a research project on reduction of AMU on farms)).
Afterwards, an inductive open coding was done independently by each researcher on three written records of each peer study group. A working analytical framework was developed by discussing the codes, dividing broad codes into more specific ones and identifying new codes. This initial framework was revised to incorporate refined codes. The refining and applying was repeated until no new codes were generated. In the end, 35 codes were selected to address the research question. These were summarized into nine categories reflecting the prominent subjects within the dataset. With MAXQDA Analytics Pro 12 the 35 codes were charted in a code-co-occurrence model (S1 Fig). With the code-co-occurrence model the overlap or common occurrence of codes in one segment are visualized in a map. In this map, the codes that overlap or co-occur are connected with a black line. The data were additionally charted in a code-relations-browser. This illustrates how many document segments contain the same combination of two codes. All possible combinations of the codes were taken into account. By reviewing the charted data, and considering the initial research question, two core themes and nine subthemes were identified as factors that influence veterinarians’ prescription practice of AMs for udder health (Fig 1).
Researchers responsible for data analysis met repeatedly during the whole data analysis to enable further exploration of participant responses and agreement on recurring themes.
Focus group discussion
At the end of the study, all participants met for a final meeting. A focus group discussion (FGD) was conducted with each VPSG. During this FGD questions were asked in order to better evaluate the VPSG. Three questions focused mainly on the perceived learning experience of the veterinarians. These questions focused on therapy, diagnostics and the relationship with the farmer. One question was specifically tailored to the veterinarians' own perception of a change in their antimicrobial prescription (Table 1).
Tab. 1. Questions asked during the focus group discussion on the benefit of the study.
In addition, the veterinarians were asked whether they would participate again in a VPSG. In order to collect and evaluate the answers of the participants to the questions on the benefit of the VPSG, concept maps were used [54]. For this purpose, every question was posted on the blackboard. A facilitator collected the answers from the veterinarians, which were then written onto the blackboard by a note-taker. The use of concept maps for data collection aims at a complete data representation. It is not relevant which dominant opinions are prevalent in the group [54]. The concept maps were digitalized and imported into the qualitative software MAXQDA Analytics Pro 12. The responses of the participants were inductively coded. The resulting codes were optimized and shortened until finally all answers of the participants could be reflected in five codes (Fig 1).
Ethics statement
According to the Ethics Committee for Research of the Canton of Berne (decision: Req-2018-00020) and the Swiss legislation (Human Research Act), this study does not require ethical approval, as neither human diseases nor the structure and function of the human body were part of this study. In order to guarantee anonymity and to prevent any damage to the participants' reputation, the participants were anonymised. The informed consent signed by each participant can be found in the supporting information (S1 Appendix).
Results
Peer study groups
Due to the intervals between the VPSG meetings and limited study time, each of the groups met seven to eight times. They discussed six to seven topics, which were proposed by the participating veterinarians. One VPSG discussed the same topic during two meetings (Table 2).
Tab. 2. Order and topics of the VPSG meetings.
Twelve out of the 23 participating veterinarians were women and 19 participants were practice owners. Age and years in practice were approximately evenly distributed among all participants, ranging from 32 to 69 years of age and five to 42 years in practice. However, there were large differences in the distribution of age, gender and number of years in practice between the individual VPSG (Table 3).
Tab. 3. Demographic data of the participating veterinarians, distributed per VPSG.
In comparison to the total population of Swiss veterinarians, the age and gender distribution of our participating veterinarians was approximately representative. However, more practice owners participated in our study and there were no veterinarians with less than five years of experience [55].
Overall, there was a good attendance of the veterinarians in all VPSG meetings (S1 Table).
The VPSG meetings lasted around 2–3 h, depending on the number of participants, the expert, the topic and whether the participants were communicative, which differed between the groups. At the end of the last VPSG meeting, every group requested to continue the group meetings with different topics to be covered.
Factors associated with antimicrobial prescription
It was possible to determine nine subthemes as factors that were experienced to influence veterinarians in their prescription behaviour. These subthemes were grouped into two core themes, firstly extrinsic factors, which are associated with external pressure, competition and the individual case (farmer, individual animal, farm, diagnostics) and secondly, intrinsic factors, which are related to the veterinarians themselves. These factors were "own experience/attitude", "knowledge" and "change of mindset during career" (Fig 2).
Fig. 2. Factors associated with veterinarians’ antimicrobial prescription practice.
Extrinsic factors
This core theme includes all factors that are not directly linked to the veterinarians themselves.
Farmer:
During the group meetings, the veterinarians stated that the farmer has an influence on their antimicrobial prescription. Particularly different mentalities, persisting behaviour, age and knowledge of farmers were mentioned as influencing on how veterinarians managed udder health and antimicrobial prescription.
V16: “Farmers with less interest in udder health management are typically the ones that give up their profession.” V10: “Young farmers are more open minded (in regards to udder health management).”
V9: "The past veterinarian treated all animals with one specific antimicrobial agent, after his retirement, it was very difficult to change this practice amongst the farmers.”
V18: "With the therapy of Staphylococcus aureus there are two possibilities, either one treats the cows, or one removes them. (…) The treatment is expensive, but the farmer has then made the decision and preferred the treatment. ”
Individual animal:
In addition, the age of the individual animal and the general health condition are factors that were mentioned as influencing the veterinarians’ decision on how and if to treat this individual animal.
V6: "With a freshly calved cow one can wait at least six weeks (before the decision has to be made whether or not a treatment against coagulase-negative staphylococci should be carried out), and use dry off treatment sooner (for cows in late lactation).”
In conjunction with the individual animal the farmer and diagnostics were also mentioned as having an impact on further decisions.
V17: "I use an antibiogram before treatment. (…). But the treatment decision always depends on the animal as well (young, old, etc.).”
V15: "In the past fever used to be regarded as life fire, as energy. This means the inflammation has an important healing aspect. (…) Whether the cow can be left with having fever and without antimicrobial therapy depends on the farmer and the cow, the fever level does not matter. I would propose injecting anti-inflammatory medication, because of the pain and the inflammation, not because of the fever, and take a milk sample. The farmer should be able to assess it well, and you have to make new decisions on a case-by-case basis.”
Farm:
The farm itself was mentioned together with the farmer as factors influencing the antimicrobial prescription.
Expert: "V5, you mentioned a problem with a farm that had a milking robot?”
V5: "Yes, they didn`t have enough places at the feeding fences and the farmer only wanted to analyse milk samples from half of the herd. We then used the somatic cell count as a reference, we fixed the stray voltage problem in the milking robot and treated the worst cases. But the end result was not satisfying.”
Diagnostics:
Another aspect that affects the veterinarians in their decision of antimicrobial prescription are diagnostic tools, upon which the veterinarians base their treatment decision. During the group meetings, different diagnostic tools were mentioned such as the California Mastitis Test (CMT), mastitis pathogen detection test kits, polymerase chain reaction (PCR), culture and susceptibility screening. The last two methods were either undertaken in the veterinary practices or performed by professional laboratories. Statements from the veterinarians about diagnostic tools, related to a decision-making process for antimicrobial treatment, were often made in conjunction with the individual animal or the farmer as influencing factors.
V1: "Therapy (of Staphylococcus aureus) should only be initiated following an antibiogram and depending on the genotype (Genotype might indicate a livestock problem). If there is a herd problem changes need to be made in the milking order and the farmer needs to collaborate.”
Competition:
Everything the veterinarians perceived as competitive in the prescription of antimicrobials was summarized in our study by the factor "competition". This was the competition from other colleagues but also that farmers sometimes buy cheaper antimicrobials abroad.
V17: "Farmers can independently order cheap antimicrobial drying agents from France. This becomes problematic because it cannot be controlled. Farmers then have two separate refrigerators.”
V14: "In the region of my veterinary practice, there is still someone (another veterinarian) that leaves stockpiles of antimicrobials. This is one of the main problems that arises when talking with the farmers from my region.”
In addition, the veterinarians indicated that they perceived other non-veterinary farm advisors as competitors. These competitors were, for example, consultants offering homeopathy. Since some farmers tend to involve these consultants rather than their farm veterinarian in udder health problems and mastitis treatment they might compete in the sales of AMs. However, they also mentioned feed consultants or milking technicians with whom the veterinarians compete for advising their farmers.
Extrinsic pressure:
The Veterinary Medicinal Products Ordinance changed in the spring of 2016 regulating the prescription of antimicrobials even more strictly [8]. The veterinarians stated this change of law as an impulse that changed their antimicrobial prescription and could have an impact on the cooperation between farmers and veterinarians.
V6: "Before (the change of the Veterinary Medicinal Products Ordinance) we already used selective dry cow treatment. Now (after the implementation of the Veterinary Medicinal Products Ordinance) we are more precise with our selective dry cow treatments.”
V10:"The farmer asks (about HHM) or the veterinarian suggests it (visits for the purpose of HHM). It is interesting how farmers have different tolerance levels (acceptance and discussion of potential problems on the farm). The extra on-farm visits that were undertaken (because of the change of the Veterinary Medicinal Products Ordinance) were used as a chance to discuss with the farmer (about AMU on farm). Thanks to these extra discussions, udder health was improved. Farmers are therefore more willing to accept that not everything needs to be treated with antimicrobials.”
Intrinsic factors
The second core theme contains the intrinsic factors. The intrinsic factors are centred in Fig 2, since in Switzerland the veterinarian is the person who is authorized to prescribe AMs [56]. Three intrinsic factors, "own experience/attitude", "change of mindset during career" and "knowledge" could be identified. These factors interact and are not independent of each other. In Fig 2 this is indicated by the black lines.
Knowledge:
The decision of veterinarians to prescribe AMs or not is based on their knowledge. This knowledge is derived from their education in pharmacology, immunology, physiology, and knowledge they have gained during their working life through CVME or reading scientific articles.
This knowledge was shared between the group members and might have an influence on the future antimicrobial prescription practice of the veterinarians.
V3: "From a pharmacological standpoint it is not bad to use certain antimicrobials at the same time, they act the same way, even though there are different opinions about it.”
(Pharmacodynamics and usage of certain AMs at the same time)
V23: "I would probably do (as a somatic cell count threshold level for use of antimicrobial drying agents) what scientific articles suggest, which means 50'000 for primiparous and 150’000 for multiparous.”
Own experience/attitude:
During the peer study group meetings, nearly every veterinarian mentioned that the decisions made were based on his or her own experience. Their own observations that were made during working life played an important role in the decision-making process.
V4: "For very many years I only used anti-inflammatory drugs (for the treatment of coliform bacteria) and I had positive experiences.”
V15: "Experience has shown me that when I am sure and convinced about the therapy I am using, then it works better.”
Every veterinarian’s own perceptions enter into the decision of antimicrobial prescription. However, this aspect is also related to and dependent on other factors, including extrinsic factors, as shown by the next quotation.
V17: “Every veterinarian is free to work how he or she wants, taking into account their own values and methods. They are responsible for their actions. However, the client is always to be considered as the king, hence if we don`t want to lose them we must adjust to his or her needs.”
Change of mindset during career:
There were some quotes that show a change of mindset among the veterinarians that participated in the peer study groups. This change was always related to a previous trigger, for instance because the law was changed, or because this topic was discussed in the VPSG. Since a change of mindset can lead to a change of intention, this factor is closer to behaviour change (Fig 2) [57].
V11: "For acute but not quite so severe mastitis (caused by Escherichia coli), I will try to use only anti-inflammatory drugs (no AMs). At some farms I will try to have the courage to address and perform this.”
(End of VPSG meeting on the topic “Therapy of acute mastitis”.)
V18: "With regards to legal protection (implementation of the new Veterinary Medicinal Products Ordinance), we need to write down everything we do and prescribe (patient history details and every antimicrobial usage and dispense). There are no strict procedures that need to be followed, everybody can decide on their own, while having the reduction in the overall antimicrobial usage!”
Focus group discussion
Unfortunately, not all veterinarians were present at the FGD. From the VPSG Berne six veterinarians (75%) could participate and from the VPSG Romandie four veterinarians (57%) were present. From the VPSG in eastern Switzerland, five veterinarians have already announced in advance that they are not able to attend this meeting and two veterinarians had to cancel at short-term due to an emergency, therefore only one person (13%) from this VPSG was present. Altogether 11 veterinarians (48%), from 11 veterinary practices took part in the FGD. The answers of the participants to the questions on the benefits of the VPSG could be summarized in five codes (Table 4). The number of checkmarks does not represent the number of responses, since several responses could be assigned to a single code.
Tab. 4. Coded answers to the questions of the focus group discussion.
For all four questions there was a diverse feedback of the veterinarians whereby not every question could be coded with the same codes. The fact that the veterinarians could exchange experiences with their peers and found this helpful could be reflected in the code "comparison to peers". This was given for the topics therapy, diagnostics and the relationship to the farmer. A rethinking of the veterinarians is reflected with the code "new stimuli". This was indicated on the questions considering the topics of diagnostics, therapy and prescription practice of AMs. The most varied answers were given by the veterinarians to the question of whether the VPSG had helped them with the topic of therapy. Here the codes "continue with old behaviour", "new information/ knowledge", "comparison to peers" and "new stimuli" could be coded.
All veterinarians indicated that they would certainly participate a second time in a VPSG.
Discussion
The good participation, the predominantly positive feedback and the request of the veterinarians to continue with the peer study group meetings demonstrated a general positive perception of this type of continuous education. Furthermore, we applied the framework method on the written records of the VPSG meetings. As a consequence, we could identify factors that possibly influence veterinarians’ antimicrobial prescription behaviour. The feedback given during the FGD showed that the veterinarians not only gained new knowledge through the VPSG, they also felt supported and received new stimuli to reflect on their present working practices. Although there were huge differences in the distribution of age, gender and number of years in practice between the individual VPSGs these differences were neither reflected in the factors nor in the feedback.
Factors associated with antimicrobial prescription
In line with other studies, we found several factors (intrinsic and extrinsic) involved in the antimicrobial prescription behaviour of veterinarians [27,28,37,42–44,46]. These factors influence each other and are not independent, as shown by the quotations that include several factors within one sentence. An interrelation between the different factors related to antimicrobial prescription has already been shown by Speksnijder et al. 2015 [43].
Contrary to other studies [42,46,58], cost could not be identified as a single factor. In fact, costs were only mentioned once in connection with AMs in a quotation in which the factor "farmer" was predominant. This might be due to the fact that the participating veterinarians were mainly working in the dairy sector. This was also stated in a study by Speksnijder et al. 2015, in which all veterinarians, except dairy veterinarians, reported costs as a relevant factor for antimicrobial prescribing [43]. Another possibility would be that costs for AMs play a minor role for Swiss farmers, and thus also for Swiss veterinarians [59]. This could be explained by the small herd sizes and high levels of subsidies for Swiss agriculture [60].
There was no difference between the VPSGs in the identified factors or the interrelationships between the factors. However, there were regional differences in the factor "competition" regarding what or who was perceived as competition. The problem of farmers illegally buying AMs in European Union countries was only reported by veterinarians living near the border. In addition to the competition problem that arises for these veterinarians, this practice is also illegal and would have to entail legal consequences [9]. A consistent policy within the European countries could presumably prevent these illegal imports [43].
The factor "change of mindset during career" has a key role. Although it could be attributed to the intrinsic factors, it is closely related to the intention to change [57]. Furthermore, in our study there has always been a previous trigger related to this factor. These triggers were e.g. the recent change in legislation, which was also present as an extrinsic factor or the discussion within the VPSG. The fact that the discussion within the VPSG could be identified as a trigger might be an indication that self-efficacy was also strengthened during the VPSG. This could be an indicator for behavioural changes [61].
Focus group discussion
The benefits of VPSG as a CVME method were assessed using FGD. Through the concept maps method, and the subsequent coding of the answers, the feedback of the veterinarians could be condensed to the essentials.
The veterinarians felt that the VPSG could support and strengthen their relationship with their farmers. This could help less experienced veterinarians, as it is difficult for them to gain the confidence of farmers [44].
With regard to their therapy, diagnosis and a change in their antimicrobial prescription practice, veterinarians received new stimuli from the VPSG. This could be an indication that veterinarians are being encouraged by VPSG to reconsider their routine and possibly develop an intention to change. However, veterinarians also stated that they will not change anything in their therapy and antimicrobial prescription. Since all answers were listed without prioritization [54], we can unfortunately not determine whether the new impulses, or the persistence in old practices predominate.
The veterinarians were able to exchange with their peers on the topics of diagnostics, therapy and relationship to the farmer. In the decision-making process for the prescription of AMs, the peers of veterinarians play an important role [36,37]. This is an advantage compared to other CVME methods where most traditional teaching structures take place, teaching is not interactive and does not necessarily address the needs of the veterinarians [27].
Limitations
Because only 23 veterinarians from 21 veterinary practices participated in the VPSG, our results cannot be extrapolated to the entire population of Swiss dairy practitioners. In addition, participants who attend a training programme voluntarily are more motivated than participants who are obliged to attend [62,63]. Some of the participating veterinarians are actively involved in national working groups and education. Therefore, the participating veterinarians were more interested, open-minded, progressive and willing to learn compared to the average Swiss cattle practitioner. However, through their position in education, some of these veterinarians could act as precursors.
Due to the facilitator's lack of experience, it might be that not all statements of all participants could be collected or that not all topics could be discussed. However, this could also have happened to an experienced facilitator, as this CVME method was new and unfamiliar to the participating veterinarians. It was unfortunately not possible to record the meetings and then transcribe them. Therefore, the meetings of the VPSG were recorded by one note-taker. Since it is almost impossible for one note-taker to write down everything that is said in a discussion of seven or more people, only the most important points were summarized and no verbatim transcription took place. This could have had an effect on the analysis, due to the fact that some words were not recorded. However, this proportion is likely to be small, because the note-taker was able to transcribe the essentials of the statements.
To our knowledge, VPSGs have never been used before to collect qualitative data. The fact that the veterinarians were not specifically asked about the possible drivers for their antimicrobial prescription practice might have led to an incomplete capture of the factors. On the other hand, the discussion among members of peer study groups gave detailed insight into beliefs and attitudes [64,65], which might have helped undisguised qualitative data to be obtained. This makes written records of peer study group meetings a good addition to qualitative data collection. As a consequence of the qualitative analysis, no statement could be made regarding which factors were more important for the decision to prescribe antimicrobials [66]. The fact that participants could choose the topics of discussion themselves was important to ensure interest and active participation of the veterinarians in the discussions. On the other hand, the variety of topics made a structured analysis of the data more difficult.
Since unfortunately only one veterinarian from the VPSG in eastern Switzerland took part in the FGD, the veterinarians' feedback on the learning effect of the VPSG could be biased. However, we consider this probability to be low as the veterinarians of the other VPSGs participated numerously in the FGD.
Conclusion
With the written records of the VPSG, we were able to identify a variety of factors that influence veterinarians’ antimicrobial prescription practice. These extrinsic and intrinsic factors are partly dependent on each other and can therefore only to a limited extent be considered separately. Due to these interrelations, it is not likely to achieve a behaviour change of veterinarians, which might lead to a reduced antimicrobial prescription practice, by addressing just a single factor.
In the FGD, the veterinarians indicated that the VPSG could support them in their relationships with their farmers. They also gained new knowledge, new stimuli and the opportunity to exchange with their peers. Therefore, VPSG can address several factors and could be an important method to change the behaviour of veterinarians’ antimicrobial prescription practice. The next step is to analyse the antimicrobial prescription data. These data were collected from the participating veterinarians practice software during the study to show whether peer group training is an efficient way to reduce antimicrobial consumption.
Supporting information
S1 Appendix [pdf]
Informed consent for veterinary peer study groups.S2 Appendix [pdf]
Abbreviated and anonymised written records of the VPSG and summary of the knowledge maps gained from the FGD.S1 Fig [pdf]
Code-co-occurrence-model of 35 codes summarized into 9 categories.S1 Table [docx]
Number of meetings, topics and participation per VPSG.
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- Post-activation potentiation effect of eccentric overload and traditional weightlifting exercise on jumping and sprinting performance in male athletes
- Effectiveness of different central venous catheter fixation suture techniques: An in vitro crossover study
- Quantitative detection of ALK fusion breakpoints in plasma cell-free DNA from patients with non-small cell lung cancer using PCR-based target sequencing with a tiling primer set and two-step mapping/alignment
- Nuclei deformation reveals pressure distributions in 3D cell clusters
- Strategies for increasing diagnostic yield of community-onset bacteraemia within the emergency department: A retrospective study
- Rapid evolution of Mexican H7N3 highly pathogenic avian influenza viruses in poultry
- Certified service dogs – A cost-effectiveness analysis appraisal
- Endothelial dysfunction and low-grade inflammation in the transition to renal replacement therapy
- Assessing the impact of a research funder’s recommendation to consider core outcome sets
- Validity of six consumer-level activity monitors for measuring steps in patients with chronic heart failure
- Detection of deceptive motions in rugby from visual motion cues
- The impact of antenatal care on neonatal mortality in sub-Saharan Africa: A systematic review and meta-analysis
- Epidemiological investigation and management of bloody diarrhea among children in India
- Irisin promotes C2C12 myoblast proliferation via ERK-dependent CCL7 upregulation
- Bacteria isolated from Bengal cat (Felis catus × Prionailurus bengalensis) anal sac secretions produce volatile compounds potentially associated with animal signaling
- Petri net–based model of the human DNA base excision repair pathway
- Complexation and conformation of lead ion with poly-γ-glutamic acid in soluble state
- The effects of sympathetic activity induced by ice water on blood flow and brachial artery flow-mediated dilatation response in healthy volunteers
- The Youth-Physical Activity Towards Health (Y-PATH) intervention: Results of a 24 month cluster randomised controlled trial
- The COPD multi-dimensional phenotype: A new classification from the STORICO Italian observational study
- Morphological identification of Amphitetranychus species (Acari: Tetranychidae) with crossbreeding, esterase zymograms and DNA barcode data
- Maintaining hope after a disabling stroke: A longitudinal qualitative study of patients’ experiences, views, information needs and approaches towards making treatment decisions
- Cultural differences in the use of acoustic cues for musical emotion experience
- Effects of a rifampicin pre-treatment on linezolid pharmacokinetics
- High prevalence of multidrug resistant Enterobacteriaceae among residents of long term care facilities in Amsterdam, the Netherlands
- Infection/inflammation-associated preterm delivery within 14 days of presentation with symptoms of preterm labour: A multivariate predictive model
- Prognostic value of preoperative hydronephrosis in patients with bladder cancer undergoing radical cystectomy: A meta-analysis
- Correction: Early life predictors of midlife allostatic load: A prospective cohort study
- PCR-free whole exome sequencing: Cost-effective and efficient in detecting rare mutations
- Epstein-Barr virus genome packaging factors accumulate in BMRF1-cores within viral replication compartments
- Symbiotic incompatibility between soybean and Bradyrhizobium arises from one amino acid determinant in soybean Rj2 protein
- Does anticoagulation needed for distally located incidental pulmonary thromboembolism in patients with active cancer?
- Control of human testis-specific gene expression
- Speaking up culture of medical students within an academic teaching hospital: Need of faculty working in patient safety
- Appraisal on the wound healing potential of Melaleuca alternifolia and Rosmarinus officinalis L. essential oil-loaded chitosan topical preparations
- Understanding parental perspectives on outcomes following paediatric encephalitis: A qualitative study
- Results of scoping review do not support mild traumatic brain injury being associated with a high incidence of chronic cognitive impairment: Commentary on McInnes et al. 2017
- Native seed, soil and atmosphere respond to boreal forest topsoil (LFH) storage
- Development of a quantitative polymerase chain reaction assay and environmental DNA sampling methods for Giant Gartersnake (Thamnophis gigas)
- Genetic diversity and population structure of four Chinese rabbit breeds
- Knowledge, attitude and behaviors towards patients with mental illness: Results from a national Lebanese study
- Correction: An impact evaluation of two rounds of mass drug administration on the prevalence of active trachoma: A clustered cross sectional survey
- Comparative prognostic accuracy of sepsis scores for hospital mortality in adults with suspected infection in non-ICU and ICU at an academic public hospital
- Graph convolutional network approach applied to predict hourly bike-sharing demands considering spatial, temporal, and global effects
- Impact of traffic variability on geographic accessibility to 24/7 emergency healthcare for the urban poor: A GIS study in Dhaka, Bangladesh
- Feeling the heat: Elevated temperature affects male display activity of a lekking grassland bird
- Constructing a comprehensive disaster resilience index: The case of Italy
- Intraocular pressure according to different types of tonometry (non-contact and Goldmann applanation) in patients with different degrees of bilateral tearing
- Prevalent vertebral fracture is dominantly associated with spinal microstructural deterioration rather than bone mineral density in patients with type 2 diabetes mellitus
- Silent volumetric multi-contrast 7 Tesla MRI of ocular tumors using Zero Echo Time imaging
- Nonverbal synchrony in virtual reality
- Do speed cameras reduce road traffic collisions?
- A zero-shot learning approach to the development of brain-computer interfaces for image retrieval
- Use of non-HIV medication among people living with HIV and receiving antiretroviral treatment in Côte d’Ivoire, West Africa: A cross-sectional study
- DNA barcoding of southern African crustaceans reveals a mix of invasive species and potential cryptic diversity
- Development of an international external quality assurance program for HIV-1 incidence using the Limiting Antigen Avidity assay
- Correction: The mean cell volume difference (dMCV) reflects serum hypertonicity in diabetic dogs
- Structural characteristics of lipocalin allergens: Crystal structure of the immunogenic dog allergen Can f 6
- Transport oil product consumption and GHG emission reduction potential in China: An electric vehicle-based scenario analysis
- Ontogenetic shift in the energy allocation strategy and physiological condition of larval plaice (Pleuronectes platessa)
- Increased proliferation and altered cell cycle regulation in pancreatic stem cells derived from patients with congenital hyperinsulinism
- Diagnostic accuracy of Xpert MTB/RIF assay and non-molecular methods for the diagnosis of tuberculosis lymphadenitis
- Assessment of glucose-6-phosphate dehydrogenase activity using CareStart G6PD rapid diagnostic test and associated genetic variants in Plasmodium vivax malaria endemic setting in Mauritania
- Spatial distribution of breast cancer in Sudan 2010-2016
- Human-induced fire regime shifts during 19th century industrialization: A robust fire regime reconstruction using northern Polish lake sediments
- Enhanced effectiveness of oil dispersants in destabilizing water-in-oil emulsions
- Development of UV spectrophotometry methods for concurrent quantification of amlodipine and celecoxib by manipulation of ratio spectra in pure and pharmaceutical formulation
- Iron and manganese co-limit growth of the Southern Ocean diatom Chaetoceros debilis
- Bilateral and unilateral load-velocity profiling in a machine-based, single-joint, lower body exercise
- Veterans Health Administration nurses’ training and beliefs related to care of patients with traumatic brain injury
- Supplementation strategies affect the feed intake and performance of grazing replacement heifers
- Active transcutaneous bone conduction hearing implants: Systematic review and meta-analysis
- Parameterization-induced uncertainties and impacts of crop management harmonization in a global gridded crop model ensemble
- Acidification effects on isolation of extracellular vesicles from bovine milk
- GPR40 full agonism exerts feeding suppression and weight loss through afferent vagal nerve
- Mining version history to predict the class instability
- Humpback whale song occurrence reflects ecosystem variability in feeding and migratory habitat of the northeast Pacific
- A phase 2 study of an oral mTORC1/mTORC2 kinase inhibitor (CC-223) for non-pancreatic neuroendocrine tumors with or without carcinoid symptoms
- Asprosin response in hypoglycemia is not related to hypoglycemia unawareness but rather to insulin resistance in type 1 diabetes
- Muscle oxygenation maintained during repeated-sprints despite inspiratory muscle loading
- Reconstructing systematic persistent impacts of promotional marketing with empirical nonlinear dynamics
- Trans-national conservation and infrastructure development in the Heart of Borneo
- Prediction of cardiovascular disease risk among people with severe mental illness: A cohort study
- Data in question: A survey of European biobank professionals on ethical, legal and societal challenges of biobank research
- Hypertensive APOL1 risk allele carriers demonstrate greater blood pressure reduction with angiotensin receptor blockade compared to low risk carriers
- Reconstructing birth in Australopithecus sediba
- Value of contrast-enhanced ultrasound for preoperative assessment of liver reserve function in patients with liver tumors
- Correction: Identifying obesity/overweight status in children and adolescents; A cross-sectional medical record review of physicians’ weight screening practice in outpatient clinics, Saudi Arabia
- Incidence and risk factors of loss to follow-up among HIV-infected children in an antiretroviral treatment program
- Changes in intracellular folate metabolism during high-dose methotrexate and Leucovorin rescue therapy in children with acute lymphoblastic leukemia
- Functional role and evolutionary contributions of floral gland morphoanatomy in the Paleotropical genus Acridocarpus (Malpighiaceae)
- On the efficiency of HIV transmission: Insights through discrete time HIV models
- Metabolic cost calculations of gait using musculoskeletal energy models, a comparison study
- Comparison of molecular profile in triple-negative inflammatory and non-inflammatory breast cancer not of mesenchymal stem-like subtype
- Evolutionary analysis of six chloroplast genomes from three Persea americana ecological races: Insights into sequence divergences and phylogenetic relationships
- Cultural transmission in a food preparation task: The role of interactivity, innovation and storytelling
- Correction: Effects of affective priming through music on the use of emotion words
- Safety and immunogenicity of investigational seasonal influenza hemagglutinin DNA vaccine followed by trivalent inactivated vaccine administered intradermally or intramuscularly in healthy adults: An open-label randomized phase 1 clinical trial
- Estimation of vaccination coverage from electronic healthcare records; methods performance evaluation – A contribution of the ADVANCE-project
- Dietary phytogenics and galactomannan oligosaccharides in low fish meal and fish oil-based diets for European sea bass (Dicentrarchus labrax) juveniles: Effects on gut health and implications on in vivo gut bacterial translocation
- Suicide by hanging: Results from a national survey in Switzerland and its implications for suicide prevention
- Gene dysregulation in peripheral blood of moyamoya disease and comparison with other vascular disorders
- Genome wide genetic dissection of wheat quality and yield related traits and their relationship with grain shape and size traits in an elite × non-adapted bread wheat cross
- Safety and tolerability of artesunate-amodiaquine, artemether-lumefantrine and quinine plus clindamycin in the treatment of uncomplicated Plasmodium falciparum malaria in Kinshasa, the Democratic Republic of the Congo
- Factors influencing the admission decision for Medical Psychiatry Units: A concept mapping approach
- Comparison of post-traumatic changes in circulating and bone marrow leukocytes between BALB/c and CD-1 mouse strains
- Physiological stress reactivity and recovery related to behavioral traits in dogs (Canis familiaris)
- Associations between birth order with mental wellbeing and psychological distress in midlife: Findings from the 1970 British Cohort Study (BCS70)
- Non-steroidal anti-inflammatory drugs use in older adults decreases risk of Alzheimer’s disease mortality
- The cost-effectiveness of neonatal versus prenatal screening for congenital toxoplasmosis
- Ancient technology and punctuated change: Detecting the emergence of the Edomite Kingdom in the Southern Levant
- Flowers as viral hot spots: Honey bees (Apis mellifera) unevenly deposit viruses across plant species
- Randomized control trial of Tools of the Mind: Marked benefits to kindergarten children and their teachers
- Preserving cultural heritage: Analyzing the antifungal potential of ionic liquids tested in paper restoration
- PNPLA3 rs738409 G allele carriers with genotype 1b HCV cirrhosis have lower viral load but develop liver failure at younger age
- Correction: Unraveling the genetic complexity underlying sorghum response to water availability
- Impact of tear metrics on the reliability of perimetry in patients with dry eye
- Using DNA barcoding to improve invasive pest identification at U.S. ports-of-entry
- Correction: Effects of Lactobacillus plantarum 15-1 and fructooligosaccharides on the response of broilers to pathogenic Escherichia coli O78 challenge
- Physico-chemical characterization and transcriptome analysis of 5-methyltryptophan resistant lines in rice
- Patient factors affecting successful linkage to treatment in a cervical cancer prevention program in Kenya: A prospective cohort study
- Is this a man’s world? The effect of gender diversity and gender equality on firm innovativeness
- Procalcitonin to stop antibiotics after cardiovascular surgery in a pediatric intensive care unit—The PROSACAB study
- Temporal trends, predictors, and outcomes of acute kidney injury and hemodialysis use in acute myocardial infarction-related cardiogenic shock
- Quantitation of free glycation compounds in saliva
- Resolving an 87-year-old taxonomical curiosity with the description of Psylla frodobagginsi sp. nov. (Hemiptera: Sternorrhyncha: Psyllidae), a second distinct Psylla species on the New Zealand endemic plant kōwhai
- The effect of cathodal tDCS on fear extinction: A cross-measures study
- Physiological responses to affiliation during conversation: Comparing neurotypical males and males with Asperger syndrome
- Human cord blood (hCB)-CD34+ humanized mice fail to reject human acute myeloid leukemia cells
- Investigating the dispersal of antibiotic resistance associated genes from manure application to soil and drainage waters in simulated agricultural farmland systems
- Continuous norming of psychometric tests: A simulation study of parametric and semi-parametric approaches
- Phylogenetic microbiota profiling in fecal samples depends on combination of sequencing depth and choice of NGS analysis method
- Cost-effectiveness of apixaban compared to other anticoagulants in patients with atrial fibrillation in the real-world and trial settings
- Biochemical profile and in vitro biological activities of extracts from seven folk medicinal plants growing wild in southern Tunisia
- Low genetic differentiation yet high phenotypic variation in the invasive populations of Spartina alterniflora in Guangxi, China
- A mathematical model for designing networks of C-Reactive Protein point of care testing
- Prevalence of hypochondriac symptoms among health science students in China: A systematic review and meta-analysis
- Femtosecond laser induced step-like structures inside transparent hydrogel due to laser induced threshold reduction
- From In Situ to satellite observations of pelagic Sargassum distribution and aggregation in the Tropical North Atlantic Ocean
- The polyether ionophore salinomycin targets multiple cellular pathways to block proliferative vitreoretinopathy pathology
- BRAF V600E and Pten deletion in mice produces a histiocytic disorder with features of Langerhans cell histiocytosis
- HIV prevalence and risk behavior among male and female adults screened for enrolment into a vaccine preparedness study in Maputo, Mozambique
- Sputum microbiota and inflammation at stable state and during exacerbations in a cohort of chronic obstructive pulmonary disease (COPD) patients
- Direct estimation of the parameters of a delayed, intermittent activation feedback model of postural sway during quiet standing
- Occurrence mechanism and coping paths of accidents of highly aggregated tourist crowds based on system dynamics
- Correction: Low Dose Aerosol Fitness at the Innate Phase of Murine Infection Better Predicts Virulence amongst Clinical Strains of Mycobacterium tuberculosis
- Effects of enalapril and paricalcitol treatment on diabetic nephropathy and renal expressions of TNF-α, p53, caspase-3 and Bcl-2 in STZ-induced diabetic rats
- Correction: Public reaction to Chikungunya outbreaks in Italy—Insights from an extensive novel data streams-based structural equation modeling analysis
- Correction: Comparison of neurodegenerative types using different brain MRI analysis metrics in older adults with normal cognition, mild cognitive impairment, and Alzheimer’s dementia
- Intra-individual variability of sleep and nocturnal cardiac autonomic activity in elite female soccer players during an international tournament
- Therapeutic efficacy of equine botulism heptavalent antitoxin against all seven botulinum neurotoxins in symptomatic guinea pigs
- Interleukin 10 knock-down in bovine monocyte-derived macrophages has distinct effects during infection with two divergent strains of Mycobacterium bovis
- Clinical outcomes of bortezomib-based therapy in Taiwanese patients with multiple myeloma: A nationwide population-based study and a single-institute analysis
- Scope and efficacy of the broad-spectrum topical antiseptic choline geranate
- Hematological and biochemical parameters for Chinese rhesus macaque
- Veterinary peer study groups as a method of continuous education—A new approach to identify and address factors associated with antimicrobial prescribing
- Correction: The prognosis of heart failure patients: Does sodium level play a significant role?
- Maternal malaria but not schistosomiasis is associated with a higher risk of febrile infection in infant during the first 3 months of life: A mother-child cohort in Benin
- Systematic identification of facility-based stillbirths and neonatal deaths through the piloted use of an adapted RAPID tool in Liberia and Nepal
- Effects of salbutamol and phlorizin on acute pulmonary inflammation and disease severity in experimental sepsis
- Correction: Age, sex and storage time influence hair cortisol levels in a wild mammal population
- Reasons to care: Personal motivation as a key factor in the practice of the professional foster carer in Romania
- Determinants of clinical, functional and personal recovery for people with schizophrenia and other severe mental illnesses: A cross-sectional analysis
- Continuity of care for TB patients at a South African hospital: A qualitative participatory study of the experiences of hospital staff
- EGF receptor stimulation shifts breast cancer cell glucose metabolism toward glycolytic flux through PI3 kinase signaling
- The Better Management of Patients with Osteoarthritis Program: Outcomes after evidence-based education and exercise delivered nationwide in Sweden
- The negative effects of short-term extreme thermal events on the seagrass Posidonia oceanica are exacerbated by ammonium additions
- Pathogen invasion history elucidates contemporary host pathogen dynamics
- Chinese herbal formulae for the treatment of menopausal hot flushes: A systematic review and meta-analysis
- Healthcare resource utilization and costs for multiple sclerosis management in the Campania region of Italy: Comparison between centre-based and local service healthcare delivery
- Deconstruction of central line insertion guidelines based on the positive deviance approach—Reducing gaps between guidelines and implementation: A qualitative ethnographic research
- PBMCs transcriptome profiles identified breed-specific transcriptome signatures for PRRSV vaccination in German Landrace and Pietrain pigs
- The impact of admission serum lactate on children with moderate to severe traumatic brain injury
- Hypervirulent Klebsiella pneumoniae serotype K1 clinical isolates form robust biofilms at the air-liquid interface
- Determination of the bruise degree for cherry using Vis-NIR reflection spectroscopy coupled with multivariate analysis
- Genome-wide identification and expression profile analysis of nuclear factor Y family genes in Sorghum bicolor L. (Moench)
- Trends in maternal prepregnancy body mass index (BMI) and its association with birth and maternal outcomes in California, 2007–2016: A retrospective cohort study
- Distribution of the Duffy genotypes in Malaysian Borneo and its relation to Plasmodium knowlesi malaria susceptibility
- Hippocampal connectivity with sensorimotor cortex during volitional finger movements: Laterality and relationship to motor learning
- A self-adaptive deep learning method for automated eye laterality detection based on color fundus photography
- The effect of child marriage on the utilization of maternal health care in Nepal: A cross-sectional analysis of Demographic and Health Survey 2016
- Identification of QTLs for powdery mildew (Podosphaera aphanis; syn. Sphaerotheca macularis f. sp. fragariae) susceptibility in cultivated strawberry (Fragaria ×ananassa)
- Chemical volatiles present in cotton gin trash: A by-product of cotton processing
- PTP1B negatively regulates nitric oxide-mediated Pseudomonas aeruginosa killing by neutrophils
- Differential metabolomics networks analysis of menopausal status
- Experimental study of the temporal profile of breath alcohol concentration in a Chinese population after a light meal
- Association between regional brain volumes and BMI z-score change over one year in children
- Relationships between Potentially Toxic Elements in intertidal sediments and their bioaccumulation by benthic invertebrates
- Long-term outcomes of dialysis in patients with chronic kidney disease and new-onset atrial fibrillation: A population-based cohort study
- Hospital burden of pulmonary arterial hypertension in France
- Understanding the variability of Australian fire weather between 1973 and 2017
- Photon-counting cine-cardiac CT in the mouse
- Ecophysiological impacts of Esca, a devastating grapevine trunk disease, on Vitis vinifera L.
- Black “Reading the Mind in the Eyes” task: The development of a task assessing mentalizing from black faces
- Osmolytes ameliorate the effects of stress in the absence of the heat shock protein Hsp104 in Saccharomyces cerevisiae
- Reliable and robust method for abdominal muscle mass quantification using CT/MRI: An explorative study in healthy subjects
- Validation of the Rainbow Model of Integrated Care Measurement Tools (RMIC-MTs) in renal care for patient and care providers
- Multiple origins and the population genetic structure of Rubus takesimensis (Rosaceae) on Ulleung Island: Implications for the genetic consequences of anagenetic speciation
- Genetic profiling of fatty acid desaturase polymorphisms identifies patients who may benefit from high-dose omega-3 fatty acids in cardiac remodeling after acute myocardial infarction—Post-hoc analysis from the OMEGA-REMODEL randomized controlled trial
- A randomized controlled trial examining the efficacy of an internet-based cognitive behavioral therapy program for adolescents with anxiety disorders
- Optimising outputs from a validated online instrument to measure health-related quality of life (HRQL) in dogs
- Young adults’ perceptions of using wearables, social media and other technologies to detect worsening mental health: A qualitative study
- Characteristics of prescription in 29 Level 3 Neonatal Wards over a 2-year period (2017-2018). An inventory for future research
- Genetic characterization of fall armyworm (Spodoptera frugiperda) in Ecuador and comparisons with regional populations identify likely migratory relationships
- Correction: Lkb1 Deficiency Alters Goblet and Paneth Cell Differentiation in the Small Intestine
- Cardiac resynchronization therapy-heart failure (CRT-HF) clinic: A novel model of care
- Synteny and phylogenetic analysis of paralogous thyrostimulin beta subunits (GpB5) in vertebrates
- Dual-Subpopulation as reciprocal optional external archives for differential evolution
- NGS analysis in Marfan syndrome spectrum: Combination of rare and common genetic variants to improve genotype-phenotype correlation analysis
- Optimization of cataract surgery follow-up: A standard set of questions can predict unexpected management changes at postoperative week one
- Silymarin in non-cirrhotics with non-alcoholic steatohepatitis: A randomized, double-blind, placebo controlled trial
- Clinical evaluation of General Electric new Swiftscan solution in bone scintigraphy on NaI-camera: A head to head comparison with Siemens Symbia
- Pharmacist-led academic detailing improves statin therapy prescribing for Malaysian patients with type 2 diabetes: Quasi-experimental design
- Proton pump inhibitors attenuate myofibroblast formation associated with thyroid eye disease through the aryl hydrocarbon receptor
- Clinical outcomes with neoadjuvant versus adjuvant chemotherapy for triple negative breast cancer: A report from the National Cancer Database
- Identification and characterization of a novel heparan sulfate-binding domain in Activin A longest variants and implications for function
- Wikipedia network analysis of cancer interactions and world influence
- Using path signatures to predict a diagnosis of Alzheimer’s disease
- Development and verification of prediction models for preventing cardiovascular diseases
- Additive and heterozygous (dis)advantage GWAS models reveal candidate genes involved in the genotypic variation of maize hybrids to Azospirillum brasilense
- Fish tank granuloma: An emerging skin disease in Iran mimicking Cutaneous Leishmaniasis
- Transience effect in capture-recapture studies: The importance of its biological meaning
- Detailed global modelling of soil organic carbon in cropland, grassland and forest soils
- Oral dosing for antenatal corticosteroids in the Rhesus macaque
- Retraction: Modulation of the Pentose Phosphate Pathway Induces Endodermal Differentiation in Embryonic Stem Cells
- An analysis on HBsAg, Anti-HCV, Anti-HIV½ and VDRL test results in blood donors according to gender, age range and years
- Clinical factors associated with bacterial translocation in Japanese patients with type 2 diabetes: A retrospective study
- Meaningful work and resilience among teachers: The mediating role of work engagement and job crafting
- The conditional Fama-French model and endogenous illiquidity: A robust instrumental variables test
- Breast cancers utilize hypoxic glycogen stores via PYGB, the brain isoform of glycogen phosphorylase, to promote metastatic phenotypes
- Characterization of sequentially-staged cancer cells using electrorotation
- Vancomycin-laden calcium phosphate-calcium sulfate composite allows bone formation in a rat infection model
- Genetic evidence for plural introduction pathways of the invasive weed Paterson’s curse (Echium plantagineum L.) to southern Australia
- Risk of major autoimmune diseases in female breast cancer patients: A nationwide, population-based cohort study
- Real-time three-dimensional MRI for the assessment of dynamic carpal instability
- Interim report on the effective intraperitoneal therapy of insulin-dependent diabetes mellitus in pet dogs using “Neo-Islets,” aggregates of adipose stem and pancreatic islet cells (INAD 012-776)
- The frequency of bowel and bladder problems in multiple sclerosis and its relation to fatigue: A single centre experience
- Retraction: Analysis of Mycobacterium tuberculosis-Specific CD8 T-Cells in Patients with Active Tuberculosis and in Individuals with Latent Infection
- The association between role model presence and self-regulation in early adolescence: A cross-sectional study
- Correction: A controlled-release oral opioid supports S. aureus survival in injection drug preparation equipment and may increase bacteremia and endocarditis risk
- Methamphetamine regulation of activity and topology of ventral midbrain networks
- Evaluation and treatment of latent tuberculosis infection among healthcare workers in Korea: A multicentre cohort analysis
- Occult periprosthetic femoral fractures occur frequently during a long, trapezoidal, double-tapered cementless femoral stem fixation in primary THA
- TCF4 induces enzalutamide resistance via neuroendocrine differentiation in prostate cancer
- Structural characterization of EGFR exon 19 deletion mutation using molecular dynamics simulation
- Comparing infiltration rates in soils managed with conventional and alternative farming methods: A meta-analysis
- Correction: Permissivity of Primary Human Hepatocytes and Different Hepatoma Cell Lines to Cell Culture Adapted Hepatitis C Virus
- Radiomics features of the primary tumor fail to improve prediction of overall survival in large cohorts of CT- and PET-imaged head and neck cancer patients
- The complete mitochondrial genome of Calyptogena marissinica (Heterodonta: Veneroida: Vesicomyidae): Insight into the deep-sea adaptive evolution of vesicomyids
- Correction: In vitro larval rearing protocol for the stingless bee species Melipona scutellaris for toxicological studies
- Correction: Morphological and molecular identification of the dioecious “African species Volvox rousseletii (Chlorophyceae) in the water column of a Japanese lake based on field-collected and cultured materials
- Upper versus lower airway microbiome and metagenome in children with cystic fibrosis and their correlation with lung inflammation
- “…or else I close my ears” How women with obesity want to be approached and treated regarding gestational weight management: A qualitative interview study
- Does a spinal implant alter dual energy X-ray absorptiometry body composition measurements?
- Economic and livestock health impacts of birds on dairies: Evidence from a survey of Washington dairy operators
- Repair of subtotal tympanic membrane perforations: A temporal bone study of several tympanoplasty materials
- Shifts in temperature influence how Batrachochytrium dendrobatidis infects amphibian larvae
- Sequential two-step chromatographic purification of infectious poliovirus using ceramic fluoroapatite and ceramic hydroxyapatite columns
- Frequency and distribution of corneal astigmatism and keratometry features in adult life: Methodology and findings of the UK Biobank study
- Differences in the impedance of cochlear implant devices within 24 hours of their implantation
- Suppressive impact of metronomic chemotherapy using UFT and/or cyclophosphamide on mediators of breast cancer dissemination and invasion
- Expression of Concern: miRNA 17 Family Regulates Cisplatin-Resistant and Metastasis by Targeting TGFbetaR2 in NSCLC
- Group leaders establish cooperative norms that persist in subsequent interactions
- Addis Ababa population-based pattern of cancer therapy, Ethiopia
- Agreement between the Cochrane risk of bias tool and Physiotherapy Evidence Database (PEDro) scale: A meta-epidemiological study of randomized controlled trials of physical therapy interventions
- Oxidoreductase disulfide bond proteins DsbA and DsbB form an active redox pair in Chlamydia trachomatis, a bacterium with disulfide dependent infection and development
- DNA barcoding of coastal ray-finned fishes in Vietnam
- Comparison of climbing-specific strength and endurance between lead and boulder climbers
- The performance of different case definitions for severe influenza surveillance among HIV-infected and HIV-uninfected children aged <5 years in South Africa, 2011–2015
- Analgesic drug use in elderly persons: A population-based study in Southern Italy
- RCER: Reliable Cluster-based Energy-aware Routing protocol for heterogeneous Wireless Sensor Networks
- Beta-defensins and analogs in Helicobacter pylori infections: mRNA expression levels, DNA methylation, and antibacterial activity
- Changing educational gradient in long-term care-free life expectancy among German men, 1997-2012
- A non-parametric significance test to compare corpora
- Evaluating the impact of policies recommending PrEP to subpopulations of men and transgender women who have sex with men based on demographic and behavioral risk factors
- Different levels of statistical learning - Hidden potentials of sequence learning tasks
- Dry period heat stress induces microstructural changes in the lactating mammary gland
- Organic resolution function and effects of platinum nanoparticles on bacteria and organic matter
- High levels of fasting glucose and glycosylated hemoglobin values are associated with hyperfiltration in a Spanish prediabetes cohort. The PREDAPS Study
- Genetically distinct Group B Streptococcus strains induce varying macrophage cytokine responses
- Dynamic up- and down-regulation of the default (DMN) and extrinsic (EMN) mode networks during alternating task-on and task-off periods
- ERK1/ATF-2 signaling axis contributes to interleukin-1β-induced MMP-3 expression in dermal fibroblasts
- Cytokine profiles of umbilical cord blood mononuclear cells upon in vitro stimulation with lipopolysaccharides of different vaginal gram-negative bacteria
- Everolimus in de novo kidney transplant recipients participating in the Eurotransplant senior program: Results of a prospective randomized multicenter study (SENATOR)
- Lipopolysaccharide induces mouse translocator protein (18 kDa) expression via the AP-1 complex in the microglial cell line, BV-2
- Does effectiveness in performance appraisal improve with rater training?
- National trends in inpatient endometriosis admissions: Patients, procedures and outcomes, 2006−2015
- Affective and enjoyment responses to 12 weeks of high intensity interval training and moderate continuous training in adults with Crohn’s disease
- Thrombophilic risk factors in hemodialysis: Association with early vascular access occlusion and patient survival in long-term follow-up
- Cabbage stem flea beetle’s (Psylliodes chrysocephala L.) susceptibility to pyrethroids and tolerance to thiacloprid in the Czech Republic
- Implicit learning of artificial grammatical structures after inferior frontal cortex lesions
- Potential survival benefits from optimized chemotherapy implementation in advanced ovarian cancer: Projections from a microsimulation model
- Predictors of SLE relapse in pregnancy and post-partum among multi-ethnic patients in Malaysia
- Heat stress responses in a large set of winter wheat cultivars (Triticum aestivum L.) depend on the timing and duration of stress
- Mice deficient in NKLAM have attenuated inflammatory cytokine production in a Sendai virus pneumonia model
- Dysregulation of microRNAs and target genes networks in human abdominal aortic aneurysm tissues
- Quality of life and associated factors among patients with breast cancer under chemotherapy at Tikur Anbessa specialized hospital, Addis Ababa, Ethiopia
- Evaluation of suitable reference genes in Brassica juncea and its wild relative Camelina sativa for qRT-PCR analysis under various stress conditions
- Time-related immunomodulation by stressors and corticosterone transdermal application in toads
- Machine learning discovery of longitudinal patterns of depression and suicidal ideation
- Multi-scale patterns of tick occupancy and abundance across an agricultural landscape in southern Africa
- A matter of taste: Spatial and ontogenetic variations on the trophic ecology of the tiger shark at the Galapagos Marine Reserve
- Retraction: Adaptive double threshold energy detection based on Markov model for cognitive radio
- Adrenal gland size in obstructive sleep apnea: Morphological assessment of hypothalamic pituitary adrenal axis activity
- Out-of-pocket health spending among Medicare beneficiaries: Which chronic diseases are most costly?
- A large-scale chromosomal inversion is not associated with life history development in rainbow trout from Southeast Alaska
- Deployment, suicide, and overdose among comorbidity phenotypes following mild traumatic brain injury: A retrospective cohort study from the Chronic Effects of Neurotrauma Consortium
- Association between alcohol intake and measures of incident CKD: An analysis of nationwide health screening data
- Exploration of icariin analog structure space reveals key features driving potent inhibition of human phosphodiesterase-5
- A quantitative approach for the analysis of clinician recognition of acute respiratory distress syndrome using electronic health record data
- Morphological, microbiological and ultrastructural aspects of sepsis by Aeromonas hydrophila in Piaractus mesopotamicus
- Recidivism rates in individuals receiving community sentences: A systematic review
- The association of intensive care with utilization and costs of outpatient healthcare services and quality of life
- How well do cancer survivor self-classifications of anxiety, depression and stress agree with a standardised tool? Results of a cross-sectional study
- Comparative nutritional characteristics of the three major Chinese Dendrobium species with different growth years
- Nilotinib, an approved leukemia drug, inhibits smoothened signaling in Hedgehog-dependent medulloblastoma
- Geographic differentiation of agritourism activities in Poland vs. cultural and natural attractiveness of destinations at district level
- Social participation reduces isolation among Japanese older people in urban area: A 3-year longitudinal study
- Explaining age-related decline in theory of mind: Evidence for intact competence but compromised executive function
- Role of GDF15 in methylseleninic acid-mediated inhibition of cell proliferation and induction of apoptosis in prostate cancer cells
- Black people are convicted more for being black than for being poor: The role of social norms and cultural prejudice on biased racial judgments
- Bulked segregant analysis RNA-seq (BSR-Seq) validated a stem resistance locus in Aegilops umbellulata, a wild relative of wheat
- Neurobehavioral dysfunction in non-alcoholic steatohepatitis is associated with hyperammonemia, gut dysbiosis, and metabolic and functional brain regional deficits
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- Correction: Provider preference for payment method under a national health insurance scheme: A survey of health insurance-credentialed health care providers in Ghana
- Correction: Second-line HIV treatment failure in sub-Saharan Africa: A systematic review and meta-analysis
- Potential impact of efflux pump genes in mediating rifampicin resistance in clinical isolates of Mycobacterium tuberculosis from India
- Feed-forward visual processing suffices for coarse localization but fine-grained localization in an attention-demanding context needs feedback processing
- Level Set method-based two-dimensional numerical model for simulation of nonuniform open-channel flow
- Compared to non-drinkers, individuals who drink alcohol have a more favorable multisystem physiologic risk score as measured by allostatic load
- Effect of poor glycaemic control on plasma levels and activity of protein C, protein S, and antithrombin III in type 2 diabetes mellitus
- Retraction: IL-21 Regulates the Differentiation of a Human γδ T Cell Subset Equipped with B Cell Helper Activity
- Sugar transporters in Fabaceae, featuring SUT MST and SWEET families of the model plant Medicago truncatula and the agricultural crop Pisum sativum
- Prediction of lymphovascular space invasion in endometrial cancer using the 55-gene signature selected by DNA microarray analysis
- Research on multi-agent genetic algorithm based on tabu search for the job shop scheduling problem
- Diagnosing the current state of out-of-field teaching in high school science and mathematics
- Sensitivity of the fasciae to sex hormone levels: Modulation of collagen-I, collagen-III and fibrillin production
- Comorbidity of age-related macular degeneration with Alzheimer’s disease: A histopathologic case-control study
- Acute ex vivo changes in brain white matter diffusion tensor metrics
- Regulatory interaction between the ZPBP2-ORMDL3/Zpbp2-Ormdl3 region and the circadian clock
- The effect of bacteria on planula-larvae settlement and metamorphosis in the octocoral Rhytisma fulvum fulvum
- Sodium alginate potentiates antioxidant defense and PR proteins against early blight disease caused by Alternaria solani in Solanum lycopersicum Linn.
- Ground reaction forces and muscle activity while walking on sand versus stable ground in individuals with pronated feet compared with healthy controls
- Correction: Roadway traffic crash prediction using a state-space model based support vector regression approach
- MET as resistance factor for afatinib therapy and motility driver in gastric cancer cells
- Genetic analysis and fine mapping of a qualitative trait locus wpb1 for albino panicle branches in rice
- Clinical features of pulmonary embolism in patients with lung cancer: A meta-analysis
- Cinobufacini ameliorates experimental colitis via modulating the composition of gut microbiota
- Factors restraining the population growth of Varroa destructor in Ethiopian honey bees (Apis mellifera simensis)
- Coastal proximity of populations in 22 Pacific Island Countries and Territories
- DKK1 promotes hepatocellular carcinoma inflammation, migration and invasion: Implication of TGF-β1
- Genetic characterization of Angiostrongylus larvae and their intermediate host, Achatina fulica, in Thailand
- Targeted in-vitro-stimulation reveals highly proliferative multi-virus-specific human central memory T cells as candidates for prophylactic T cell therapy
- Influence of ocean circulation and the Kuroshio large meander on the 2018 Japanese eel recruitment season
- Growth response of the ichthyotoxic haptophyte, Prymnesium parvum Carter, to changes in sulfate and fluoride concentrations
- Letrozole treatment of pubertal female mice results in activational effects on reproduction, metabolism and the gut microbiome
- Prognostic nomogram predicts overall survival in pulmonary large cell neuroendocrine carcinoma
- Microbiome profiling of the onion thrips, Thrips tabaci Lindeman (Thysanoptera: Thripidae)
- Characteristics of proximal early gastric cancer differentiating distal early gastric cancer
- Retraction: Impacts of rock properties on Danxia landform formation based on lithological experiments at Kongtongshan National Geopark, northwest China
- Correction: SVR12 rates higher than 99% after sofosbuvir/velpatasvir combination in HCV infected patients with F0-F1 fibrosis stage: A real world experience
- Retraction: Plexin-B1 Activates NF-κB and IL-8 to Promote a Pro-Angiogenic Response in Endothelial Cells
- Relationship between cognitive behavioral variables and mental health status among university students: A meta-analysis
- Association between temperature, sunlight hours and alcohol consumption
- Using graph learning to understand adverse pregnancy outcomes and stress pathways
- Correction: The step-to-step transition mode: A potential indicator of first-fall risk in elderly adults?
- Surgical referral systems in low- and middle-income countries: A review of the evidence
- In vivo clearance of nanoparticles by transcytosis across alveolar epithelial cells
- Correction: The Economic Impact of Malignant Catarrhal Fever on Pastoralist Livelihoods
- Correction: Identification of miRNAs involved in fruit ripening by deep sequencing of Olea europaea L. transcriptome
- Correction: Characterization of ecto- and endoparasite communities of wild Mediterranean teleosts by a metabarcoding approach
- Correction: Vascular Endothelial Growth Factor Receptor-2 Couples Cyclo-Oxygenase-2 with Pro-Angiogenic Actions of Leptin on Human Endothelial Cells
- Correction: Plant traits linked to field-scale flammability metrics in prescribed burns in Eucalyptus forest
- Correction: Maturation of three-dimensional, hiPSC-derived cardiomyocyte spheroids utilizing cyclic, uniaxial stretch and electrical stimulation
- Correction: To keep or not to keep? Decision making in adolescent pregnancies in Jamestown, Ghana
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