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Record W2419634279

A novel clinical pharmacy experience for third-year medical students.

2002· article· en· W2419634279 on OpenAlexaff
Jennie Wells, Michael Borrie, Richard Crilly, Christopher D. Brymer, Joel S Hurwitz

Bibliographic record

VenuePubMed · 2002
Typearticle
Languageen
FieldMedicine
TopicPharmaceutical Practices and Patient Outcomes
Canadian institutionsWestern University
Fundersnot available
KeywordsMedicineCurriculumPharmacyPharmacistLikert scaleFamily medicineMedical educationPharmacy schoolSession (web analytics)Statistical analysisClinical pharmacyPharmacy practicePsychologyPedagogy
DOInot available

Abstract

fetched live from OpenAlex

A novel, clinical curriculum was developed to teach third-year medical students the principles of prescribing for elderly people. The experience involved a didactic session with a community pharmacist and a home visit to assess a senior citizen volunteer who was over age 75 years and was prescribed more than five medications. The medical students completed pre- and postexperience questionnaires to assess knowledge and opinions. Statistical analysis used paired t tests to compare pre- and postknowledge. The percentage agreeing or disagreeing were calculated for Likert opinion responses by using mean summary scores. Pre- and postexperience results were compared using paired t tests. Students showed improved knowledge scores on recognizing drug-drug (P=0.029) and drug-disease interactions (P=0.012). Knowledge on true/false prescribing questions was improved (P=0.005). Students felt that their current curriculum gave insufficient time to prescribing issues, and wanted more education about the use of medications and appropriate prescribing. The majority of students felt that they learned new things (81%), the experience was enjoyable (65%), important topics were covered (71.4%) and they would be more likely to confer with a community pharmacist because of the experience (75%). The novel curriculum described appears to be effective and warrants further evaluation.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.010
Threshold uncertainty score0.034

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0000.000
Science and technology studies0.0010.001
Scholarly communication0.0020.001
Open science0.0010.003
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0100.003

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 head0.430
GPT teacher head0.510
Teacher spread0.080 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
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

Citations10
Published2002
Admission routes1
Has abstractyes

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