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Record W4205988962 · doi:10.1007/978-3-030-84514-8_6

The Place of Traditional Birth Attendants in Global Maternal Health: Policy Retreat, Ambivalence and Return

2022· book-chapter· en· W4205988962 on OpenAlexaff
Margaret MacDonald

Bibliographic record

VenueGlobal maternal and child health · 2022
Typebook-chapter
Languageen
FieldMedicine
TopicGlobal Maternal and Child Health
Canadian institutionsYork University
Fundersnot available
KeywordsAmbivalenceContext (archaeology)PoliticsPolitical scienceGlobal healthHealth careEconomic growthMedicinePsychologyHistoryLawSocial psychologyEconomics

Abstract

fetched live from OpenAlex

Abstract In this chapter, I tell the story of the waxing and waning of the status of the traditional birth attendant (TBA) in global maternal health policy from the launch of the Safe Motherhood Initiative in 1987 to the present. Once promoted as part of the solution to reducing maternal mortality, the training and integration of TBAs into formal healthcare systems in the global south was deemed a failure and side-lined in the late 1990s in favour of ‘a skilled attendant at every birth’. This shift in policy has been one of the core debates in the history of the global maternal health movement and TBAs continue to be regarded with deep ambivalence by many health providers, researchers and policymakers at the national and global levels. In this chapter, I take a critical global heath perspective that scrutinises the knowledge, policy and practice of global health in order to make visible the broader social, cultural and political context of its making. In this chapter, I offer a series of critiques of global maternal health policy regarding TBAs: one, that the evidence cited to underpin the policy shift was weak and inconclusive; two, that the original TBA component itself was flawed; three, that the political and economic context of the first decade of the SMI was not taken into account to explain the failure of TBAs to reduce maternal mortality; and four, that the reorganisation of the Safe Motherhood movement at the global level demanded a new humanitarian logic that had no room for the figure of the traditional birth attendant. I close the chapter by looking at the return of TBAs in global level policy, which, I argue, is bolstered by a growing evidence base, and also by the trends towards ‘self-care’ and point-of-use technologies in 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 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)0.023
metaresearch head score (Gemma)0.018
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.023
Threshold uncertainty score0.120

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0230.018
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.003
Science and technology studies0.0070.073
Scholarly communication0.0190.016
Open science0.0020.012
Research integrity0.0100.019
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 head0.018
GPT teacher head0.282
Teacher spread0.264 · 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.

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

Citations16
Published2022
Admission routes1
Has abstractyes

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