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Record W1971191244 · doi:10.1002/ase.144

An outsider's perspective on a provocative proposal: What would Flexner think?

2010· letter· en· W1971191244 on OpenAlexaboutno aff
M. Brownell Anderson

Bibliographic record

VenueAnatomical Sciences Education · 2010
Typeletter
Languageen
FieldEngineering
TopicAnatomy and Medical Technology
Canadian institutionsnot available
Fundersnot available
KeywordsAcknowledgementMedical educationPerspective (graphical)SociologyEngineering ethicsPsychologyMedicine

Abstract

fetched live from OpenAlex

This viewpoint commentary focuses on a proposal for integrated anatomy education in undergraduate college from Dr. Darda published in the Anatomical Sciences Education. Although the proposal is for college level education, the proposal echoes some ideas proposed a century ago by Abraham Flexner when he wrote his report titled "Medical Education in the United States and Canada." It begins with an acknowledgement of the author's status as an outsider. There have been numerous calls for change in basic science education, particularly in medical education. Interestingly, however, the monumental reforms of the "Flexner Report" were impelled largely from outside the specific discipline of medical education. The commentary discussion then moves to observations about the proposal for Integrative Anatomy and support for the proposal from both the Flexner Report and the 2009 report from the Association of American Medical Colleges and the Howard Hughes Medical Institute, "Scientific Foundations for Future Physicians." The essay considers the benefits of the research on the learning sciences that now inform our work in education; the influence of competency-based education that frees education from a lock-step approach of course completion to a student-focused integrative approach to learning; and the availability of online resources for anatomy education through repositories, such as MedEdPORTAL. The final observation is that the changes underway in education and in the sciences basic to medicine, in particular, are substantial and will require the dialogue that Dr. Darda is promoting with his provocative proposal.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Research integrity
Consensus categoriesResearch integrity
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Commentary · Consensus signal: Commentary
Teacher disagreement score0.246
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.001
Scholarly communication0.0000.001
Open science0.0010.000
Research integrity0.0030.007
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 head0.011
GPT teacher head0.307
Teacher spread0.296 · 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; both teacher heads agree on what is shown here.

Study designNot applicable
Domainnot available
GenreCommentary

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

Citations6
Published2010
Admission routes1
Has abstractyes

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