MétaCan
Menu
Back to cohort
Record W1562789196 · doi:10.1111/jep.12344

Historical thinking in clinical medicine: lessons from<scp>R</scp>.<scp>G</scp>.<scp>C</scp>ollingwood's philosophy of history

2015· article· en· W1562789196 on OpenAlexaff
Benjamin Chin‐Yee, Ross Upshur

Bibliographic record

VenueJournal of Evaluation in Clinical Practice · 2015
Typearticle
Languageen
FieldMedicine
TopicEmpathy and Medical Education
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsMeaning (existential)EpistemologyArgument (complex analysis)Clinical PracticeNarrativeSpace (punctuation)MedicineSociologyPhilosophyFamily medicineInternal medicine

Abstract

fetched live from OpenAlex

The aim of this article is to create a space for historical thinking in medical practice. To this end, we draw on the ideas of R.G. Collingwood (1889-1943), the renowned British philosopher of history, and explore the implications of his philosophy for clinical medicine. We show how Collingwood's philosophy provides a compelling argument for the re-centring of medical practice around the patient history as a means of restoring to the clinical encounter the human meaning that is too often lost in modern medicine. Furthermore, we examine how Collingwood's historical thinking offers a patient-centred epistemology and a more pluralistic concept of evidence that includes the qualitative, narrative evidence necessary for human understanding. We suggest that clinical medicine can benefit from Collingwood's historical thinking, and, more generally, illustrates how a philosophy of medicine that draws on diverse sources from the humanities offers a richer, more empathetic clinical practice.

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)0.021
metaresearch head score (Gemma)0.032
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.991
Threshold uncertainty score0.113

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0210.032
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0040.003
Science and technology studies0.0090.061
Scholarly communication0.0110.014
Open science0.0020.008
Research integrity0.0060.010
Insufficient payload (model declined to judge)0.0040.001

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 head0.294
GPT teacher head0.507
Teacher spread0.213 · 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.

Study designTheoretical or conceptual
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

Citations7
Published2015
Admission routes1
Has abstractyes

Explore more

Same venueJournal of Evaluation in Clinical PracticeSame topicEmpathy and Medical EducationFrench-language works237,207