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Record W2300607002 · doi:10.15273/dmj.vol42no1.6443

Open Journal Systems Journal Help User Username Password Remember me Notifications View Subscribe Journal Content Search Browse By Issue By Author By Title Other Journals Font Size Make font size smaller Make font size default Make font size larger Information For Readers For Authors For Librarians Home About Login Register Search Current Archives Announcements Early Issues on DalSpace Home > Vol 42, No 1 (2015) > Gould Student use of self-directed learning time in an undergraduate medical curriculum

2015· article· en· W2300607002 on OpenAlex
James B. Gould, Stephen Dalziel, Harrison Petropolis, Karen Mann, Iain Arseneau

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.
venuePublished in a venue whose home country is Canada.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueDalhousie Medical Journal · 2015
Typearticle
Languageen
FieldMedicine
TopicInnovations in Medical Education
Canadian institutionsDalhousie University
Fundersnot available
KeywordsCurriculumFontLikert scaleMedical educationComputer sciencePsychologyMedicineArtificial intelligencePedagogy

Abstract

fetched live from OpenAlex

Introduction: In 2010, Dalhousie University implemented a new MD curriculum, placing an emphasis on self-directed learning (SDL) time. This study sought to understand how students use this time and whether they would benefit from more structure during SDL. We hypothesized that students spend significant amounts of SDL time on non- academic activities and would prefer to have more specific guidance and tasks. Methods: Pre-clerkship medical students at Dalhousie (n=223) were sent an online survey consisting of 18 questions using a combination of Likert scales, and text boxes for qualitative responses. Chi-square analysis was performed for each survey question. Results: Eighty-five percent (n=93) of medical students responded that time scheduled for SDL was sufficient (p<0.001) and 67% (n=73) responded that they would benefit from more specific guidance and tasks during SDL time (p<0.001). Forty-five percent responded that they “rarely” spent SDL time on non-academic activities (n=49), however only 14% (n=15) responded “most of the time” (p<0.001). Conclusion: The majority of respondents used SDL time for academic activities but felt they would benefit from more specific guidance and tasks. This is inconsistent with our hypothesis that students are spending significant amounts of SDL time on non-academic activities, but supports our hypothesis that students would prefer more structure.

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)0.024
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Meta-epidemiology (narrow), Scholarly communication, Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.352
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0160.024
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0010.001
Science and technology studies0.0010.000
Scholarly communication0.0020.002
Open science0.0020.000
Research integrity0.0010.005
Insufficient payload (model declined to judge)0.0020.000

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 head0.078
GPT teacher head0.380
Teacher spread0.302 · 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