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KEY MESSAGE: We developed an array of Zea-Tripsacum tri-hybrid allopolyploids with multiple ploidies. We unveiled that changes in genome dosage due to the chromosomes pyramiding and shuffling of three species effects karyotypic heterogeneity, reproductive diversity, and phenotypic variation in Zea-Tripsacum allopolyploids. Polyploidy, or whole genome duplication, has played a major role in evolution and speciation. The genomic consequences of polyploidy have been extensively studied in many plants; however, the extent of chromosomal variation, genome dosage, phenotypic diversity, and heterosis in allopolyploids derived from multiple species remains largely unknown. To address this question, we synthesized an allohexaploid involving Zea mays, Tripsacum dactyloides, and Z. perennis by chromosomal pyramiding. Subsequently, an allooctoploid and an allopentaploid were obtained by hybridization of the allohexaploid with Z. perennis. Moreover, we constructed three populations with different ploidy by chromosomal shuffling (allopentaploid × Z. perennis, allohexaploid × Z. perennis, and allooctoploid × Z. perennis). We have observed 3 types of sexual reproductive modes and 2 types of asexual reproduction modes in the tri-species hybrids, including 2n gamete fusion (2n + n), haploid gamete fusion (n + n), polyspermy fertilization (n + n + n) or 2n gamete fusion (n + 2n), haploid gametophyte apomixis, and asexual reproduction. The tri-hybrids library presents extremely rich karyotype heterogeneity. Chromosomal compensation appears to exist between maize and Z. perennis. A rise in the ploidy of the trihybrids was linked to a higher frequency of chromosomal translocation. Variation in the degree of phenotypic diversity observed in different segregating populations suggested that genome dosage effects phenotypic manifestation. These findings not only broaden our understanding of the mechanisms of polyploid formation and reproductive diversity but also provide a novel insight into genome pyramiding and shuffling driven genome dosage effects and phenotypic diversity.
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Poaceae , Zea mays , Zea mays/genética , Cariótipo , Haploidia , Poliploidia , Variação Biológica da PopulaçãoRESUMO
Co-creation is the active involvement of all stakeholders, including students, in educational design processes to improve the quality of education by embodying inclusivity, transparency and empowerment. Virtual co-creation has the potential to expand the utility of co-creation as an inclusive approach by overcoming challenges regarding the practicality and availability of stakeholders, typically experienced in face-to-face co-creation. Drawing from the literature and our experiences of virtual co-creation activities in different educational contexts, this twelve tips paper provides guidelines on how to effectively operationalize co-creation in a virtual setting. Our proposed three-phased approach (preparation, conduction, follow-up) might help those aiming to virtually co-create courses and programs by involving stakeholders beyond institutes and across borders.
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BACKGROUND: Tripsacum dactyloides (2n = 4x = 72) and Zea perennis (2n = 4x = 40) are tertiary gene pools of Zea mays L. and exhibit many abiotic adaptations absent in modern maize, especially salt tolerance. A previously reported allopolyploid (hereafter referred to as MTP, 2n = 74) synthesized using Zea mays, Tripsacum dactyloides, and Zea perennis has even stronger salt tolerance than Z. perennis and T. dactyloides. This allopolyploid will be a powerful genetic bridge for the genetic improvement of maize. However, the molecular mechanisms underlying its salt tolerance, as well as the key genes involved in regulating its salt tolerance, remain unclear. RESULTS: Single-molecule real-time sequencing and RNA sequencing were used to identify the genes involved in salt tolerance and reveal the underlying molecular mechanisms. Based on the SMRT-seq results, we obtained 227,375 reference unigenes with an average length of 2300 bp; most of the unigenes were annotated to Z. mays sequences (76.5%) in the NR database. Moreover, a total of 484 and 1053 differentially expressed genes (DEGs) were identified in the leaves and roots, respectively. Functional enrichment analysis of DEGs revealed that multiple pathways responded to salt stress, including "Flavonoid biosynthesis," "Oxidoreductase activity," and "Plant hormone signal transduction" in the leaves and roots, and "Iron ion binding," "Acetyl-CoA carboxylase activity," and "Serine-type carboxypeptidase activity" in the roots. Transcription factors, such as those in the WRKY, B3-ARF, and bHLH families, and cytokinin negatively regulators negatively regulated the salt stress response. According to the results of the short time series-expression miner analysis, proteins involved in "Spliceosome" and "MAPK signal pathway" dynamically responded to salt stress as salinity changed. Protein-protein interaction analysis revealed that heat shock proteins play a role in the large interaction network regulating salt tolerance. CONCLUSIONS: Our results reveal the molecular mechanism underlying the regulation of MTP in the response to salt stress and abundant salt-tolerance-related unigenes. These findings will aid the retrieval of lost alleles in modern maize and provide a new approach for using T. dactyloides and Z. perennis to improve maize.
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Tolerância ao Sal , Zea mays , Regulação da Expressão Gênica de Plantas , Poaceae/genética , Poliploidia , Tolerância ao Sal/genética , Análise de Sequência de RNA , Zea mays/metabolismoRESUMO
KEY MESSAGE: Two candidate genes (ZmbZIP113 and ZmTSAH1) controlling low-temperature germination ability were identified by QTL-seq and integrative transcriptomic analyses. The functional verification results showed that two candidate genes positively regulated the low-temperature germination ability of IB030. Low-temperature conditions cause slow maize (Zea mays L.) seed metabolism, resulting in slow seedling emergence and irregular seedling emergence, which can cause serious yield loss. Thus, improving a maize cultivar's low-temperature germination ability (LTGA) is vital for increasing yield production. Wild relatives of maize, such as Z. perennis and Tripsacum dactyloides, are strongly tolerant of cold stress and can thus be used to improve the LTGA of maize. In a previous study, the genetic bridge MTP was constructed (from maize, T. dactyloides, and Z. perennis) and used to obtain a highly LTGA maize introgression line (IB030) by backcross breeding. In this study, IB030 (Strong-LTGA) and Mo17 (Weak-LTGA) were selected as parents to construct an F2 offspring. Additionally, two major QTLs (qCS1-1 and qCS10-1) were mapped. Then, RNA-seq was performed using seeds of IB030 and the recurrent parent B73 treated at 10 °C for 27 days and 25 °C for 7 days, respectively, and two candidate genes (ZmbZIP113 and ZmTSAH1) controlling LTGA were located using QTL-seq and integrative transcriptomic analyses. The functional verification results showed that the two candidate genes positively regulated LTGA of IB030. Notably, homologous cloning showed that the source of variation in both candidate genes was the stable inheritance of introgressed alleles from Z. perennis. This study was thus able to analyze the LTGA mechanism of IB030 and identify resistance genes for genetic improvement in maize, and it proved that using MTP genetic bridge confers desirable traits or phenotypes of Z. perennis and tripsacum essential to maize breeding systems.
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Transcriptoma , Zea mays , Zea mays/genética , Temperatura , Melhoramento Vegetal , Locos de Características Quantitativas , Poaceae/genética , Fenótipo , GerminaçãoRESUMO
Student-staff partnership advocates the active involvement of students' voices in the design of education. Although the concept of student-staff partnership is rapidly gaining momentum in health professions education, the current practices are more outcome-focused and pay less attention to the partnership process itself. Students' involvement in most of the claimed partnerships has been viewed as input information to the educational design process rather than inviting them to the more pronounced role as partners. In this commentary, we elaborate on different levels of students' involvement in educational design, before highlighting the possible dynamics between students and staff in partnership. We propose five key features of dynamics involved in the process of real student-staff partnerships and a Process-Outcome Model for Student-staff Partnership. We advocate that moving beyond outcomes and diving deeper into the partnership processes is the way forward to establishing true student-staff partnerships.
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Educação Médica , Docentes de Medicina , Estudantes , Humanos , Educação Médica/tendênciasRESUMO
Chilling injury owing to low temperatures severely affects the growth and development of maize (Zea mays.L) seedlings during the early and late spring seasons. The existing maize germplasm is deficient in the resources required to improve maize's ability to tolerate cold injury. Therefore, it is crucial to introduce and identify excellent gene/QTLs that confer cold tolerance to maize for sustainable crop production. Wild relatives of maize, such as Z. perennis and Tripsacum dactyloides, are strongly tolerant to cold and can be used to improve the cold tolerance of maize. In a previous study, a genetic bridge among maize that utilized Z. perennis and T. dactyloides was created and used to obtain a highly cold-tolerant maize introgression line (MIL)-IB030 by backcross breeding. In this study, two candidate genes that control relative electrical conductivity were located on MIL-IB030 by forward genetics combined with a weighted gene co-expression network analysis. The results of the phenotypic, genotypic, gene expression, and functional verification suggest that two candidate genes positively regulate cold tolerance in MIL-IB030 and could be used to improve the cold tolerance of cultivated maize. This study provides a workable route to introduce and mine excellent genes/QTLs to improve the cold tolerance of maize and also lays a theoretical and practical foundation to improve cultivated maize against low-temperature stress.
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Plântula , Zea mays , Plântula/genética , Transcriptoma , Melhoramento Vegetal , Mapeamento Cromossômico , Temperatura BaixaRESUMO
BACKGROUND: Helictotrichon virescens is a perennial grass that is primarily distributed in high altitude areas of 2000 ~ 4500 m. It is widely cultivated in the Qinghai-Tibet Plateau of China, strongly resistant to cold, and an essential part of the wild herbs in this region. However, the molecular mechanism of the response of H. virescens to low temperature stress and the key regulatory genes for specific biological processes are poorly understood. RESULTS: Physiological and transcriptome analyses were used to study the cold stress response mechanism in H virescens. During the low temperature stress period, the content of chlorophyll a and b decreased more and more with the delay of the treatment time. Among them, the difference between the controls was not significant, and the difference between the control and the treatment was significant. At the same time, the expression of related differential genes was up-regulated during low temperature treatment. In addition, the plant circadian pathway is crucial for their response to cold stress. The expression of differentially expressed genes that encode LHY and HY5 were strongly up-regulated during cold stress. CONCLUSIONS: This study should help to fully understand how H. virescens responds to low temperatures. It answers pertinent questions in the response of perennial herbs to cold stress, i.e., how light and low temperature signals integrate to regulate plant circadian rhythms and Decrease of content of chlorophylls (which can be also accompanied with decrease of total quantity of reaction centers) leads to an increase in photosynthetic damage.
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Regulação da Expressão Gênica de Plantas , Transcriptoma , Clorofila A , Temperatura Baixa , Resposta ao Choque Frio/genética , Perfilação da Expressão Gênica , Poaceae/genética , Estresse Fisiológico/genética , TemperaturaRESUMO
The destruction of ß-cells of the pancreas leads to either insulin shortage or the complete absence of insulin, which in turn causes diabetes Mellitus. For treating diabetes, many trials have been conducted since the 19th century until now. In ancient times, insulin from an animal's extract was taken to treat human beings. However, this resulted in some serious allergic reactions. Therefore, scientists and researchers have tried their best to find alternative ways for managing diabetes with progressive advancements in biotechnology. However, a lot of research trials have been conducted, and they discovered more progressed strategies and approaches to treat type I and II diabetes with satisfaction. Still, investigators are finding more appropriate ways to treat diabetes accurately. They formulated insulin analogs that mimic the naturally produced human insulin through recombinant DNA technology and devised many methods for appropriate delivery of insulin. This review will address the following questions: What is insulin preparation? How were these devised and what are the impacts (both positive and negative) of such insulin analogs against TIDM (type-I diabetes mellitus) and TIIDM (type-II diabetes mellitus)? This review article will also demonstrate approaches for the delivery of insulin analogs into the human body and some future directions for further improvement of insulin treatment.
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Heat shock transcription factors (HSF) are divided into classes A, B and C. Class A transcription factors are generally recognized as transcriptional activators, while functional characterization of class B and C heat shock transcription factors have not been fully developed in most plant species. We isolated and characterized a novel HSF transcription factor gene, TrHSFB2a (a class B HSF) gene, from the drought stress-sensitive forage crop species, white clover (Trifolium repens). TrHSFB2a was highly homologous to MtHSFB2b, CarHSFB2a, AtHSFB2b and AtHSFB2a. The expression of TrHSFB2a was strongly induced by drought (PEG6000 15% w/v), high temperature (35 °C) and salt stresses (200 mM L-1 NaCl) in white clover, while subcellular localization analysis showed that it is a nuclear protein. Overexpression of the white clover gene TrHSFB2a in Arabidopsis significantly reduced fresh and dry weight, relative water contents (RWC), maximum photosynthesis efficiency (Fv/Fm) and performance index on the absorption basis (PIABS), while it promoted leaf senescence, relative electrical conductivity (REC) and the contents of malondialdehyde (MDA) compared to a wild type under drought, heat and salt stress conditions of Arabidopsis plants. The silencing of its native homolog (AtHSFB2a) by RNA interference in Arabidopsis thaliana showed opposite trends by significantly increasing fresh and dry weights, RWC, maximum photosynthesis efficiency (Fv/Fm) and performance index on the absorption basis (PIABS) and reducing REC and MDA contents under drought, heat and salt stress conditions compared to wild type Arabidopsis plants. These phenotypic and physiological indicators suggested that the TrHSFB2a of white clover functions as a negative regulator of heat, salt and drought tolerance. The bioinformatics analysis showed that TrHSFB2a contained the core B3 repression domain (BRD) that has been reported as a repressor activator domain in other plant species that might repress the activation of the heat shock-inducible genes required in the stress tolerance process in plants. The present study explores one of the potential causes of drought and heat sensitivity in white clover that can be overcome to some extent by silencing the TrHSFB2a gene in white clover.
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Arabidopsis , Trifolium , Secas , Arabidopsis/metabolismo , Trifolium/genética , Trifolium/metabolismo , Fatores de Transcrição de Choque Térmico/genética , Regulação da Expressão Gênica de Plantas , Proteínas de Plantas/genética , Proteínas de Plantas/metabolismo , Plantas Geneticamente Modificadas/genética , Estresse Fisiológico/genética , Estresse Salino , Fatores de Transcrição/genética , Fatores de Transcrição/metabolismo , Medicago/metabolismoRESUMO
Panicle degeneration, sometimes known as abortion, causes heavy losses in grain yield. However, the mechanism of naturally occurring panicle abortion is still elusive. In a previous study, we characterized a mutant, apical panicle abortion1331 (apa1331), exhibiting abortion in apical spikelets starting from the 6 cm stage of panicle development. In this study, we have quantified the five phytohormones, gibberellins (GA), auxins (IAA), abscisic acid (ABA), cytokinins (CTK), and brassinosteroids (BR), in the lower, middle, and upper parts of apa1331 and compared these with those exhibited in its wild type (WT). In apa331, the lower and middle parts of the panicle showed contrasting concentrations of all studied phytohormones, but highly significant changes in IAA and ABA, compared to the upper part of the panicle. A comparative transcriptome of apa1331 and WT apical spikelets was performed to explore genes causing the physiological basis of spikelet abortion. The differential expression analysis revealed a significant downregulation and upregulation of 1587 and 978 genes, respectively. Hierarchical clustering of differentially expressed genes (DEGs) revealed the correlation of gene ontology (GO) terms associated with antioxidant activity, peroxidase activity, and oxidoreductase activity. KEGG pathway analysis using parametric gene set enrichment analysis (PGSEA) revealed the downregulation of the biological processes, including cell wall polysaccharides and fatty acids derivatives, in apa1331 compared to its WT. Based on fold change (FC) value and high variation in expression during late inflorescence, early inflorescence, and antherdevelopment, we predicted a list of novel genes, which presumably can be the potential targets of inflorescence development. Our study not only provides novel insights into the role of the physiological dynamics involved in panicle abortion, but also highlights the potential targets involved in reproductive development.
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Oryza , Grão Comestível/genética , Perfilação da Expressão Gênica , Regulação da Expressão Gênica de Plantas , Inflorescência/genética , Inflorescência/metabolismo , Oryza/metabolismo , Reguladores de Crescimento de Plantas/metabolismo , Proteínas de Plantas/genética , Proteínas de Plantas/metabolismoRESUMO
OBJECTIVE: To measure the empathy levels of undergraduate medical students, and to explore whether the empathy level has any significant association with gender, academic year and academic achievement. METHODS: The cross-sectional study was conducted at the College of Medicine, Imam Abdulrahman Bin Faisal University, Dammam, Saudi Arabia, from January to March 2020, and comprised medical students. Data was collected using the pre-validated student version of the Jefferson Scale of Empathy. Data was analysed using SPSS 23. RESULTS: Of the 391 students, 251(64.19%) were females, and 140(35.8%) were males. The overall mean empathy score was 105.18±12.51. Second year medical students showed the highest empathy score 108.59±13.33. There was minor but significant decline in empathy as the students progressed through their academic studies (p<0.05). Empathy scores were significantly higher in female students (p<0.05), and students with higher grade point average scores (p<0.05). CONCLUSIONS: The gradual reduction in empathy is alarming and demands due attention.
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Medicina , Estudantes de Medicina , Estudos Transversais , Empatia , Feminino , Humanos , Masculino , UniversidadesRESUMO
:: Entrustable professional activities (EPAs) provide a novel approach to support teachers' structured professionalization and to assess improvement in teaching competence thereafter. Despite their novelty, it is important to assess EPAs as a construct to ensure that they accurately reflect the work of the targeted profession. BACKGROUND:: The co-creation of an EPA framework for training and entrustment of small-group facilitators has been discussed in the literature. Although a rigorous design process was used to develop the framework, its content validity has not been established yet.Approach: A modified Delphi technique was used. Three survey rounds were conducted from December 2019 to April 2020. Expert health professions educationalists were recruited using purposive sampling and snowball techniques. In Round 1, a rubric consisting of seven items was used to assess the quality of nine pre-designed EPAs. In Round 2, competencies required to perform the agreed-upon EPAs were selected from 12 competencies provided. In Round 3, consensus was sought on sub-activities recommended for agreed-upon EPAs. Quantitative data were analyzed using multiple statistical analyses, including item-wise and rubric-wise content validity indices, asymmetric confidence interval, mean, standard deviation, and response frequencies. Qualitative data were thematically analyzed using content analysis. FINDINGS:: Three of the nine proposed EPAs achieved statistical consensus for retention. These EPAs were: (1) preparing an activity, (2) facilitating a small-group session, and (3) reflecting upon self and the session. Nine of the 12 pre-determined competencies achieved consensus and were then mapped against each agreed-upon EPA based on their relevance. Finally, results indicated consensus on five, six, and four sub-activities for EPA 1, EPA 2, and EPA 3, respectively. CONCLUSIONS:: The final framework delineates three EPAs for small-group facilitation and their associated sub-activities. The full description of each EPA provided in this article includes the title, context, task specification, required competencies, and entrustment resources. Program developers, administrative bodies, and teaching staff may find this EPA framework useful to structure faculty development, to entrust teachers, and to support personal development.
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Competência Clínica , Internato e Residência , Educação Baseada em Competências , Técnica Delphi , Docentes , Ocupações em Saúde , Humanos , Inquéritos e QuestionáriosRESUMO
MAIN CONCLUSION: Tripsacum dactyloides is closely related to Zea mays since Zea perennis and the MTP tri- species hybrid have four possible reproductive modes. Eastern gamagrass (Tripsacum dactyloides L.) and tetraploid perennial teosinte (Zea perennis) are well known to possess genes conferring resistance against biotic and abiotic stresses as well as adaptation to flood and aluminum toxic soils. However, plant breeders have been hampered to utilize these and other beneficial traits for maize improvement due to sterility in their hybrids. By crossing a tetraploid maize-inbred line × T. dactyloides, a female fertile hybrid was produced that was crossed with Z. perennis to yield a tri-genomic female fertile hybrid, which was backcrossed with diploid maize to produce BC1 and BC2. The tri-genomic hybrid provided a new way to transfer genetic material from both species into maize by utilizing conventional plant breeding methods. On the basis of cytogenetic observations using multi-color genomic in situ hybridization, the progenies were classified into four groups, in which chromosomes could be scaled both up and down with ease to produce material for varying breeding and genetic purposes via apomixis or sexual reproduction. In the present study, pathways were found to recover maize and to obtain specific translocations as well as a speedy recovery of the T. dactyloides-maize addition line in a second backcross generation. However, phenotypes of the recovered maize were in most cases far from maize as a result of genetic load from T. dactyloides and Z. perennis, and could not be directly used as a maize-inbred line but could serve as an intermediate material for maize improvement. A series of hybrids was produced (having varying chromosome number, constitution, and translocations) with agronomic traits from all three parental species. The present study provides an application of overcoming the initial interspecific barriers among these species. Moreover, T. dactyloides is closely related to Z. mays L. ssp. mays since Z. perennis and the MTP tri- species hybrid have four possible reproductive modes.
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Cromossomos de Plantas/genética , Fluxo Gênico , Especiação Genética , Genoma de Planta/genética , Poaceae/genética , Zea mays/genética , Apomixia , Quimera , Segregação de Cromossomos , Hibridização In Situ , Fenótipo , Melhoramento Vegetal , Poliploidia , Reprodução , Translocação GenéticaRESUMO
Faculty development (FD) activities aim to improve teaching competencies. Success of these activities is conditioned with the ability of participants to transfer the learned competencies into their teaching practices. Unfortunately, evaluation of the effectiveness of FD rely mostly upon self-reported or verbal feedback, without valid evaluation of their progress in teaching performance. This shortcoming may be attributed to the unavailability of a systematic assessment system to evaluate participants' performance in the workplace. In this article, we advocate how the concept and principles of entrustable professional activities (EPAs) can be used in assessment of teaching competencies and ensuring the transfer of training to the workplace.
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Educação Baseada em Competências/normas , Docentes de Medicina/normas , Competência Profissional/normas , Currículo/normas , Avaliação Educacional , Humanos , Internato e Residência , Desenvolvimento de Programas/normas , Ensino/normasRESUMO
OBJECTIVE: To explore the perception of residents regarding the microlearning environment of orthodontic postgraduate training programmes across Pakistan. STUDY DESIGN: Descriptive, cross-sectional, multicentre study. Place and Duration of the Study: Department of Orthodontics, Dental College, HITEC Institute of Medical Sciences, Taxila, from February to July 2022. METHODOLOGY: This questionnaire-based study was conducted using a pre-validated HEMLEM tool for data collection. QuestionPro survey tool was utilised for data collection and SPSS version 23 was used for data analysis. Independent t-test and one-way ANOVA were performed for comparison of different subgroups. RESULTS: A total of 204 residents participated in this study and collectively showed a mean score of 45.2. Male residents showed significantly higher level of satisfaction than females. Residents below the age of 25 years and those in the first year of training showed maximum level of satisfaction with their learning environments. In general, participants perceived the teaching quality and supervision as more satisfactory than the staff attitude and behaviour. CONCLUSION: Overall, a higher HEMLEM score was recorded, which suggested that Pakistani orthodontic residents felt satisfied with their microlearning environment. Clinical supervisors, curriculum designers, and programme directors could use the findings of this study to further improve the learning environment of their training programmes. KEY WORDS: Learning environment, Microlearning environment, Residents, Clinical training, Supervision, Staff support.
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Currículo , Aprendizagem , Feminino , Masculino , Humanos , Adulto , Estudos Transversais , Paquistão , Análise de VariânciaRESUMO
INTRODUCTION: Contextual factors can influence healthcare professionals' (HCPs) competencies, yet there is a scarcity of research on how to optimally measure these factors. The aim of this study was to develop and validate a comprehensive tool for HCPs to document the contextual factors likely to influence the maintenance, development, and deployment of professional competencies. METHODS: We used DeVellis' 8-step process for scale development and Messick's unified theory of validity to inform the development and validation of the context tool. Building on results from a scoping review, we generated an item pool of contextual factors articulated around five themes: Leadership and Agency, Values, Policies, Supports, and Demands. A first version of the tool was pilot tested with 127 HCPs and analyzed using the classical test theory. A second version was tested on a larger sample (n = 581) and analyzed using the Rasch rating scale model. RESULTS: First version of the tool: we piloted 117 items that were grouped as per the themes related to contextual factors and rated on a 5-point Likert scale. Cronbach alpha for the set of 12 retained items per scale ranged from 0.75 to 0.94. Second version of the tool included 60 items: Rasch analysis showed that four of the five scales (ie, Leadership and Agency, Values, Policies, Supports) can be used as unidimensional scales, whereas the fifth scale (Demands) had to be split into two unidimensional scales (Demands and Overdemands). DISCUSSION: Validity evidence documented for content and internal structure is encouraging and supports the use of the McGill context tool. Future research will provide additional validity evidence and cross-cultural translation.
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Pessoal de Saúde , Liderança , Humanos , Políticas , Competência Profissional , Reprodutibilidade dos Testes , PsicometriaRESUMO
The extraordinary success of deep learning is made possible due to the availability of crowd-sourced large-scale training datasets. Mostly, these datasets contain personal and confidential information, thus, have great potential of being misused, raising privacy concerns. Consequently, privacy-preserving deep learning has become a primary research interest nowadays. One of the prominent approaches adopted to prevent the leakage of sensitive information about the training data is by implementing differential privacy during training for their differentially private training, which aims to preserve the privacy of deep learning models. Though these models are claimed to be a safeguard against privacy attacks targeting sensitive information, however, least amount of work is found in the literature to practically evaluate their capability by performing a sophisticated attack model on them. Recently, DP-BCD is proposed as an alternative to state-of-the-art DP-SGD, to preserve the privacy of deep-learning models, having low privacy cost and fast convergence speed with highly accurate prediction results. To check its practical capability, in this article, we analytically evaluate the impact of a sophisticated privacy attack called the membership inference attack against it in both black box as well as white box settings. More precisely, we inspect how much information can be inferred from a differentially private deep model's training data. We evaluate our experiments on benchmark datasets using AUC, attacker advantage, precision, recall, and F1-score performance metrics. The experimental results exhibit that DP-BCD keeps its promise to preserve privacy against strong adversaries while providing acceptable model utility compared to state-of-the-art techniques.
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INTRODUCTION: Health care professionals work in different contexts, which can influence professional competencies. Despite existing literature on the impact of context on practice, the nature and influence of contextual characteristics, and how context is defined and measured, remain poorly understood. The aim of this study was to map the breadth and depth of the literature on how context is defined and measured and the contextual characteristics that may influence professional competencies. METHODS: A scoping review using Arksey and O'Malley's framework. We searched MEDLINE (Ovid) and CINAHL (EBSCO). Our inclusion criteria were studies that reported on context or relationships between contextual characteristics and professional competencies or that measured context. We extracted data on context definitions, context measures and their psychometric properties, and contextual characteristics influencing professional competencies. We performed numerical and qualitative analyses. RESULTS: After duplicate removal, 9106 citations were screened and 283 were retained. We compiled a list of 67 context definitions and 112 available measures, with or without psychometric properties. We identified 60 contextual factors and organized them into five themes: Leadership and Agency, Values, Policies, Supports, and Demands. DISCUSSION: Context is a complex construct that covers a wide array of dimensions. Measures are available, but none include the five dimensions in one single measure or focus on items targeting the likelihood of context influencing several competencies. Given that the practice context plays a critical role in health care professionals' competencies, stakeholders from all sectors (education, practice, and policy) should work together to address those contextual characteristics that can adversely influence practice.
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Formação de Conceito , Ocupações em Saúde , Humanos , Pessoal de Saúde , Competência Profissional , LiderançaRESUMO
By hybridization and special sexual reproduction, we sequentially aggregated Zea mays, Zea perennis, and Tripsacum dactyloides in an allohexaploid, backcrossed it with maize, derived self-fertile allotetraploids of maize and Z. perennis by natural genome extraction, extended their first six selfed generations, and finally constructed amphitetraploid maize using nascent allotetraploids as a genetic bridge. Transgenerational chromosome inheritance, subgenome stability, chromosome pairings and rearrangements, and their impacts on an organism's fitness were investigated by fertility phenotyping and molecular cytogenetic techniques genomic in situ hybridization (GISH) and fluorescence in situ hybridization (FISH). Results showed that diversified sexual reproductive methods produced highly differentiated progenies (2n = 35-84) with varying proportions of subgenomic chromosomes, of which one individual (2n = 54, MMMPT) overcame self-incompatibility barriers and produced a self-fertile nascent near-allotetraploid by preferentially eliminating Tripsacum chromosomes. Nascent near-allotetraploid progenies showed persistent chromosome changes, intergenomic translocations, and rDNA variations for at least up to the first six selfed generations; however, the mean chromosome number preferably maintained at the near-tetraploid level (2n = 40) with full integrity of 45S rDNA pairs, and a trend of decreasing variations by advancing generations with an average of 25.53, 14.14, and 0.37 for maize, Z. perennis, and T. dactyloides chromosomes, respectively. The mechanisms for three genome stabilities and karyotype evolution for formatting new polyploid species were discussed.
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Cromossomos de Plantas , Zea mays , Zea mays/genética , Hibridização in Situ Fluorescente , Cromossomos de Plantas/genética , Genoma de Planta , Poaceae/genética , PoliploidiaRESUMO
PURPOSE: Following a longitudinal study to understand how evidence-based practice evolves during the initial years of occupational therapy (OT) and physiotherapy (PT) practice, we held an end-of-grant symposium with representatives from education, practice, research, and policy. The objectives were to: (1) elicit feedback on the implications of the study results; and (2) co-develop a list of actionable recommendations for each sector. METHODS: Qualitative participatory approach. The symposium was held over two half days and consisted of a presentation of study findings, a discussion on the implications of the research for each sector and future recommendations. Discussions were audio recorded, transcribed verbatim and analyzed using qualitative thematic analysis. RESULTS: The themes related to implications of the longitudinal study included: (1) A need to rethink what evidence-based practice (EBP) really is; (2) How to practice EBP; and (3) The continuing challenge of measuring EBP. The co-development of actionable recommendations resulted in nine strategies. CONCLUSIONS: This study highlighted how we may collectively promote EBP competencies in future OTs and PTs. We generated sector-specific avenues that may be pursued to promote EBP and argued for the importance of pooling efforts from the four sectors so that we may achieve the intended ethos of EBP.IMPLICATIONS FOR REHABILITATIONThere is a need to revisit the definition of evidence-based practice (EBP) and the traditional 3-circle model in rehabilitation to include a broader conceptualization of what constitutes evidence.We recommend using EBP measures as tools for self-reflection and professional development that can support practitioners to be reflective and accountable evidence-based practitioners.Optimal promotion of EBP competencies in occupational therapists and physiotherapists should rest upon collaborative efforts from the education, practice, research, and policy sectors.