MétaCan
Menu
Back to cohort
Record W3086176960 · doi:10.3122/jabfm.2020.s1.190417

Professionalism, Communities of Practice, and Medicine’s Social Contract

2020· article· en· W3086176960 on OpenAlex
Richard L. Cruess, Sylvia R. Cruess

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueThe Journal of the American Board of Family Medicine · 2020
Typearticle
Languageen
FieldMedicine
TopicInnovations in Medical Education
Canadian institutionsMcGill UniversityMcGill University Health Centre
Fundersnot available
KeywordsSocial contractNegotiationAutonomyMedicineCompetence (human resources)Public relationsPrivilege (computing)LawPolitical scienceSocial psychologyPsychologyPolitics

Abstract

fetched live from OpenAlex

While medicine's roots lie deep in antiquity, the modern professions only arose in the middle of the 19th century after which early social scientists examined the nature of professionalism. The relationship between medicine and society received less attention until profound changes occurred in the structure and financing of health care, leading to a perception that medicine's professionalism was being threatened. Starr in 1984 proposed that the relationship was contractual with expectations and obligations on both sides. Other observers refined the concept, believing that the historic term, "social contract," could be applied to the relationship, a concept with which many agree. There was general agreement that society used the concept of the profession to organize the delivery of essential services that it required, including health care. Under the terms of the contract, the medical profession was given financial and nonfinancial rewards, autonomy, and the privilege of self regulation on the understanding that it would be trustworthy, assure the competence of its members, and be devoted to the public good. In examining how the social contract is negotiated, it has been proposed that physicians belong to a "community of practice" that they voluntarily join during their education and training. In joining the community, they accept the norms and values of community members and acquire the identity prescribed by the community. The leaders of the community are responsible for negotiating the social contract on behalf of the medical profession. In so doing, they must ensure that they recognize the importance of devotion to the public good in the maintenance of medicine's professional status.

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)0.002
metaresearch head score (Gemma)0.005
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.529
Threshold uncertainty score0.998

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0000.004
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.082
GPT teacher head0.416
Teacher spread0.334 · 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