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Record W3201905094 · doi:10.1371/journal.pone.0257799

Enhancing research and scholarly experiences based on students’ awareness and perception of the research-teaching nexus: A student-centred approach

2021· article· en· W3201905094 on OpenAlexfundno aff
Katherine Howell

Bibliographic record

VenuePLoS ONE · 2021
Typearticle
Languageen
FieldMedicine
TopicHealth and Medical Research Impacts
Canadian institutionsnot available
FundersInMed Pharmaceuticals
KeywordsEmployabilityMedical educationNexus (standard)Qualitative researchPerceptionFocus groupPsychologyUndergraduate researchPedagogyMedicineSociologyComputer scienceSocial science

Abstract

fetched live from OpenAlex

OBJECTIVES: Research is a core competency of a modern-day doctor and evidence-based practice underpins a career in medicine. Early exposure encourages graduates to embed research in their medical career and improves graduate attributes and student experience. However, there is wide variability of research and scholarly experiences offered in medicals schools, many developed with a significant degree of pragmatism based on resources and financial and time constraints. We examined undergraduate medical students' awareness and experience of research throughout their degree to provide recommendations for implementation and improvement of research and scholarly experiences. METHOD: Focus groups were conducted with medical students at all five stages of the medical degree programme. Data was coded to facilitate qualitative analysis for identification of important themes from each stage. RESULTS: Students reported positive impacts of research on undergraduate experience, future career and society in general. Two important themes emerged from the data, the opportunity for research and timing of research experiences. Early-stage students were concerned by their lack of experience and opportunity, whereas later-stage students identified the importance of research to employability, personal development and good medical practice, but ironically suggested it should be integrated in early stages of the course due to limitations of time. CONCLUSIONS: Students provided feedback for improving research and scholarly experiences, ideally involving early exposure, a clear programme overview, with equality of access and a longitudinal approach. An emerging framework is proposed summarising the important issues identified by students and the positive impacts research experiences provide for them. These recommendations can be applied to both existing and new research programmes to provide a student-centred approach designed to augment the students' critical analysis, inspire life-long learning, enhance the student experience and inevitably train better physicians.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.009
metaresearch head score (Gemma)0.052
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.354
Threshold uncertainty score0.956

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0090.052
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.002
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.479
GPT teacher head0.498
Teacher spread0.019 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations29
Published2021
Admission routes1
Has abstractyes

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