MétaCan
Menu
Back to cohort
Record W4292267434 · doi:10.24926/iip.v13i2.4431

Pharmacy Students’ Experiences of Self-regulated Learning through Simulated Virtual Patients

2022· article· en· W4292267434 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

VenueINNOVATIONS in pharmacy · 2022
Typearticle
Languageen
FieldSocial Sciences
TopicProblem and Project Based Learning
Canadian institutionsVancouver General HospitalUniversity of British Columbia
Fundersnot available
KeywordsPharmacyThematic analysisMedical educationVirtual patientPsychologyPatient careMedicineNursingQualitative research

Abstract

fetched live from OpenAlex

Objective: Virtual patient (VP) cases are a valuable learning tool for students, used to apply classroom knowledge and develop clinical skills. It is unknown whether exposure to multiple VP cases helps students develop self-regulated learning (SRL). We sought to learn more about how students engaged in SRL as they made goals for approaching patient care during repeated exposure to cases. Methods: Second-year students (N=211) were invited to participate in an online survey. Students were surveyed before and/or after completing three VP cases. Each survey consisted of two open-ended questions. Prior to each case, students were asked “How will you change the sequence of your approach to completing the VP assessment today, if at all?” and after each case, “What more do you have to learn in order to approach similar real-life patient assessments?” A thematic analysis was conducted on open-ended survey responses. Results: One hundred and seventy pre-case and 242 post-case responses were received. The most common themes identified in pre-case surveys were a need for a more systematic approach and specific strategies for executing the patient care process. Some students had no plans for approaching VP cases. The most common themes identified in post-case surveys were knowledge gaps of medical conditions, therapeutics, and lab tests. Conclusion: VPs provided students the opportunity to self-identify gaps in knowledge and plan to strengthen their clinical reasoning skills. More research is needed to understand the relationship between VP cases, instructional guidance for supporting SRL and the realities of the intended benefits to students' learning and practice.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.680
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.004
Science and technology studies0.0010.000
Scholarly communication0.0000.001
Open science0.0010.000
Research integrity0.0000.001
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 head0.036
GPT teacher head0.389
Teacher spread0.353 · 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