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Record W4367158661 · doi:10.7202/1083258ar

A "Shortage of Women": Gender and Medical Care in the Highlands of Irian Jaya, Indonesia

2021· article· en· W4367158661 on OpenAlexaff
Leslie Butt

Bibliographic record

VenueCulture · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicDemographic Trends and Gender Preferences
Canadian institutionsMcGill University
Fundersnot available
KeywordsIndonesianEconomic shortageDemographicsHealth careChildbirthPrimary carePolitical scienceMedicineMedical careNursingEconomic growthBusinessFamily medicineSociologyDemographyLawPregnancy

Abstract

fetched live from OpenAlex

This paper describes two distinct features ofthe Irian Jaya highlands: local practices that may contribute to gender imbalances of up to 250 menfor every 100 women; and regional health care policy and practice. Ideally, medical care and local needs complement one another, but the demographics of the region belie primary health care mandates to improve the well-being of all. Healing programmes appear more responsive to Indonesian development agendas than to community needs. This paper suggests that missionaries and medical staff do intervene, notably in events surrounding childbirth, but tend not to address the issue of long-term discrimination against women. The flexible nature of the concept "health" within primary health care allows women to fall into the void between policy and local 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 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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.188
Threshold uncertainty score0.332

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.022
GPT teacher head0.303
Teacher spread0.281 · 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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
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

Citations0
Published2021
Admission routes1
Has abstractyes

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