MétaCan
Menu
Back to cohort
Record W1998270125 · doi:10.1300/j013v40n01_06

Gender-Biased Diagnosing of Women's Medical Complaints: Contributions of Feminist Thought, 1970–1995

2004· article· en· W1998270125 on OpenAlexaboutno aff
Shari Munch

Bibliographic record

VenueWomen & Health · 2004
Typearticle
Languageen
FieldPsychology
TopicHistorical Psychiatry and Medical Practices
Canadian institutionsnot available
Fundersnot available
KeywordsFeminismGender studiesQuarter (Canadian coin)Health careGender biasMedical careMedical literaturePsychologySociologyMedicinePolitical scienceFamily medicineSocial psychologyHistoryLaw

Abstract

fetched live from OpenAlex

With the advent of second-wave feminism during the 1970s, a significant body of literature emerged describing sexist practices in women's health care. Gender-biased diagnosing-the notion that somatic complaints by female medical patients are more likely to be labeled by physicians as psychosomatic-became a concern that garnered considerable attention in Europe and the United States because of the increased health risks it posed for women. This article examines the impact of feminist knowledge on this topic during the quarter century spanning 1970-1995. Analysis of the literature reveals feminist perspectives played a critical role in uncovering and problematizing gender bias in women's health care.

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)0.009
metaresearch head score (Gemma)0.012
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: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.991
Threshold uncertainty score0.121

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0090.012
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0040.002
Science and technology studies0.0090.050
Scholarly communication0.0060.005
Open science0.0010.003
Research integrity0.0030.004
Insufficient payload (model declined to judge)0.0020.000

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 head0.039
GPT teacher head0.388
Teacher spread0.348 · 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 designQualitative
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

Citations58
Published2004
Admission routes1
Has abstractyes

Explore more

Same venueWomen & HealthSame topicHistorical Psychiatry and Medical PracticesFrench-language works237,207