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Record W1547960603 · doi:10.5860/choice.48-4517

History of medicine: a scandalously short introduction

2011· article· en· W1547960603 on OpenAlexaboutno aff

Bibliographic record

VenueChoice Reviews Online · 2011
Typearticle
Languageen
FieldMedicine
TopicHistory of Medical Practice
Canadian institutionsnot available
Fundersnot available
KeywordsHistory

Abstract

fetched live from OpenAlex

Jacalyn Duffin's History of Medicine provides a brief survey of the history of Western medicine with reference to recent scholarly literature and current issues in health care. Organized conceptually around the major fields of medical endeavour - anatomy, physiology, pathology, pharmacology, surgery, obstetrics, psychiatry, pediatrics, and family medicine - this book is an accessible overview of medical history as a vibrant component of social, intellectual, and cultural history, and as a research discipline in its own right.Each chapter begins in antiquity and ends in the twentieth century. Throughout, Duffin shows that alternative interpretations can be found for most elements of our past and that topics of interest can go well beyond 'great men' and 'great discoveries' to include ideas, diseases, patients, institutions, and great mistakes. This approach does not mean that the 'great men' (and women) are neglected; rather they appear in context. Medical disasters such as chloramphenicol and thalidomide, are covered along with the triumphs, and examples from Canada's past, largely ignored in other medical histories, are included. A chapter on methodology, suggestions for further reading with special attention to Canadian sources, and a careful index make it possible to research a specific event or historical debate, or to satisfy a more general curiosity.By presenting the material in a structure that resonates with the broad outlines of medical training, and by focusing on the questions asked most often, this text is a relevant guide for students to the history of the profession they are about to embrace, and for those who would teach them, be they physicians or historians. Duffin's clear and entertaining prose and the many illustrations will help to demystify medicine for general readers and for students in other domains, such as history, philosophy, and sociology.

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: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.033
Threshold uncertainty score0.112

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0030.003
Science and technology studies0.0040.005
Scholarly communication0.0060.006
Open science0.0010.003
Research integrity0.0040.005
Insufficient payload (model declined to judge)0.0330.012

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 head0.147
GPT teacher head0.355
Teacher spread0.208 · 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 designNot applicable
Domainnot available
GenreReview

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

Citations108
Published2011
Admission routes1
Has abstractyes

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