MétaCan
Menu
Back to cohort
Record W2023675196 · doi:10.1097/acm.0b013e3181bf98a4

Patient Safety Education at U.S. and Canadian Medical Schools: Results From the 2006 Clerkship Directors in Internal Medicine Survey

2009· article· en· W2023675196 on OpenAlexaboutno aff
Eric Alper, Eric I. Rosenberg, Kevin OʼBrien, Melissa A. Fischer, Steven J. Durning

Bibliographic record

VenueAcademic Medicine · 2009
Typearticle
Languageen
FieldHealth Professions
TopicPatient Safety and Medication Errors
Canadian institutionsnot available
Fundersnot available
KeywordsCurriculumPatient safetyMedical educationStandardizationMedicineFamily medicineMEDLINEPsychologyHealth carePedagogyPolitical science

Abstract

fetched live from OpenAlex

PURPOSE: To describe current patient safety curricula at U.S. and Canadian medical schools and identify factors associated with adoption of these programs. METHOD: A survey was mailed to institutional members of the Clerkship Directors in Internal Medicine at U.S. and Canadian academic medical schools in 2006. Respondents self-reported implementation of patient safety curricula and associated methods of instruction at the institution level. RESULTS: The survey had a 76% response rate (83/110). Only 25% of institutional members reported that their schools had explicit patient safety curricula. All respondents that reported having curricula use lectures and small-group instruction, and these were more likely to occur in preclinical settings. Topics and methods of instruction included reporting adverse incidents and analysis of medical errors; improvement of physician order writing to prevent medication errors; core measures; national patient safety goals; and standardization of medical care through the use of clinical guidelines and order set templates. Although only 25% of respondents reported having explicit curricula, 72% agreed that patient safety instruction should occur during medical school. CONCLUSIONS: Despite calls from regulatory, medical, and educational organizations to increase patient safety training of medical students, internal medicine clerkship directors report that few schools in the United States and Canada have implemented specific patient safety curricula. Most existing patient safety curricula use lecture and small-group discussion as preferred methods of instruction.

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)0.006
metaresearch head score (Gemma)0.030
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.331
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0060.030
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0010.003
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 head0.071
GPT teacher head0.410
Teacher spread0.339 · 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

Citations82
Published2009
Admission routes1
Has abstractyes

Explore more

Same venueAcademic MedicineSame topicPatient Safety and Medication ErrorsFrench-language works237,207