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What Counts as Global Health?

2024· article· en· W4404120959 on OpenAlexvenueno aff
Margaret MacDonald

Bibliographic record

VenueAnthropologica · 2024
Typearticle
Languageen
FieldMedicine
TopicGlobal Maternal and Child Health
Canadian institutionsnot available
Fundersnot available
KeywordsHistoryGeographyGenealogy

Abstract

fetched live from OpenAlex

Safe abortion access is an essential aspect of reproductive justice and key to reducing global rates of maternal mortality, yet within the global heath enterprise, the rhetoric of sexual and reproductive health and rights has not yet been realised in practice. Access to safe legal abortion remains inequitable globally and within nations and deaths due to unsafe abortion take their highest toll in the Global South in jurisdictions with restrictive laws. Clandestine abortion access activist networks have been filling this gap offering life, dignity and futures to the people who seek their services. What should we make of clandestine activist networks around the world that help people access medication abortion? Such groups have been important players in women’s reproductive health in many jurisdictions for decades – but have typically, by necessity and design, flown under the radar. If visibility, accountability and humanitarian appeal are essential characteristic of global health work, how do we acknowledge and understand the work of clandestine abortion access activist networks? Does it count as global health? In this essay I offer the notion of ‘critique in action’ to further our understanding of such networks and also consider the idea of abortion access activist networks as an anti-regime of global health.

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 categoriesInsufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.760
Threshold uncertainty score0.997

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)0.0040.004

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 head0.413
Teacher spread0.391 · 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; both teacher heads agree on what is shown here.

Study designNot applicable
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
Published2024
Admission routes1
Has abstractyes

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