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Record W4387640103 · doi:10.1080/09638288.2023.2269841

Evaluation of virtual problem-based tutorials in healthcare professional education

2023· article· en· W4387640103 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueDisability and Rehabilitation · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicProblem and Project Based Learning
Canadian institutionsMcMaster University
Fundersnot available
KeywordsMedical educationHealth careDescriptive statisticsTUTORPsychologyProblem-based learningProfessional developmentMedicineComputer scienceMathematics education

Abstract

fetched live from OpenAlex

Purpose To explore student and tutor perspectives on the learning efficacy of virtual, compared to in-person, problem-based tutorial (PBT) in occupational therapy, physiotherapy, and speech-language pathology health professional programs.Materials and Methods This was a quality improvement study using a cross sectional survey at a single institution. Separate student and tutor surveys were disseminated online. Students received the survey at two timepoints, tutors received the survey at one timepoint. Descriptive statistics summarized quantitative survey questions. Chi-squared or Fischer’s Exact analyses explored differences between in-person and virtual PBT. Exploratory analyses determined if associations amongst programs and/or between cohorts existed on variables of interest. Open-ended survey questions were analyzed using content analysis.Results A total of 241 students and 85 tutors completed the survey. Results demonstrate most students and tutors were satisfied with the use of virtual tutorials (77%; 89% respectively) and felt that they were effective in exploring content within the PBT course. However, students in the most recent cohort rated virtual tutorials more highly (p = 0.01).Conclusions Virtual modes of PBT were successful in achieving course objectives and led to high satisfaction in users. Health professional programs can use this information when designing virtual problem-based tutorial courses in the post-pandemic era.

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.

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)0.016
metaresearch head score (Gemma)0.005
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.311
Threshold uncertainty score0.688

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0160.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.039
GPT teacher head0.413
Teacher spread0.374 · 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