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Record W2082415884 · doi:10.1097/acm.0b013e3181c88506

Abraham Flexner of Kentucky, His Report, Medical Education in the United States and Canada, and the Historical Questions Raised by the Report

2010· article· en· W2082415884 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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueAcademic Medicine · 2010
Typearticle
Languageen
FieldHealth Professions
TopicGlobal Health Workforce Issues
Canadian institutionsnot available
Fundersnot available
KeywordsCurriculumPoliticsMedical educationQuality (philosophy)Medical schoolPolitical scienceMedicinePublic relationsLaw

Abstract

fetched live from OpenAlex

One hundred years ago, the time was right and the need was critical for medical education reform. Medical education had become a commercial enterprise with proprietary schools of variable quality, lectures delivered in crowded classrooms, and often no laboratory instruction or patient contact. Progress in science, technology, and the quality of medical care, along with political will and philanthropic support, contributed to the circumstances under which Abraham Flexner produced his report. Flexner was dismayed by the quality of many of the medical schools he visited in preparing the report. Many of the recommendations in Medical Education in the United States and Canada are still relevant, especially those concerning the physician as a practitioner whose purpose is more societal and preventive than individual and curative. Flexner helped establish standards for prerequisite education, framed medical school admission criteria, aided in the design of a curriculum introduced by the basic and followed by the clinical sciences, stipulated the resources necessary for medical education, and emphasized medical school affiliation with both a university and a strong clinical system. He proposed integration of basic and clinical sciences leading to contextual learning, active rather than passive learning, and the importance of philanthropy. Flexner's report poses several questions for the historian: How were his views on African American medical education shaped by his post-Civil War upbringing in Louisville? Was the report original or derivative? Why did it have such a large impact? This article describes Flexner's early life and the report's methodology and considers several of the historical questions.

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)0.007
metaresearch head score (Gemma)0.013
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Research integrity
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.425
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0070.013
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.003
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 head0.021
GPT teacher head0.416
Teacher spread0.395 · 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