Traditional Midwifery Contribution to Safe Birth in Cultural Safety: Narrative Evaluation of an Intervention in Guerrero, Mexico
Bibliographic record
Abstract
A 2017 randomised controlled trial in Guerrero State, Mexico, showed supporting Indigenous traditional midwives on their own terms improved traditional childbirths without inferior maternal health outcomes. This narrative evaluation complements the trial to document participant experience of safer birth in cultural safety, transformative dynamics and implementation issues of the intervention. Stories came from 26 traditional midwives, 28 apprentices, 12 intercultural brokers and 20 Indigenous women who experienced the intervention. Their accounts indicate the intervention revitalised traditional midwifery and consolidated local skills through traditional midwife apprentices and intercultural brokers to support safe birth. According to the stories, communities reintroduced traditional perinatal care and reported positive health impacts for mothers, children, and other adults, which contributed to early collaboration with official health services. Challenges included remuneration and disinterest of younger apprentices and brokers. The intervention seems to have improved interaction between traditional and Western services, setting the stage for further intercultural dialogue.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.071 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.013 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".