MétaCan
Menu
Back to cohort
Record W2139917220 · doi:10.1258/jrsm.96.11.559

Rising caesarean section rates: can evolution and ecology explain some of the difficulties of modern childbirth?

2003· article· en· W2139917220 on OpenAlexaboutno aff
W. A. Liston

Bibliographic record

VenueJournal of the Royal Society of Medicine · 2003
Typearticle
Languageen
FieldMedicine
TopicMaternal and Perinatal Health Interventions
Canadian institutionsnot available
Fundersnot available
KeywordsCaesarean sectionSection (typography)ChildbirthEcologyData sciencePregnancyMedicineComputer scienceBiology

Abstract

fetched live from OpenAlex

There is concern in many countries about rising rates of caesarean section. In England and Wales, for example, the figure is about 22%,1 whereas the World Health Organization favours 10-15%. Most comments on the rising trend, whether from the medical profession or from the public, express disapproval, an example being the report of a Parliamentary Select Committee. In response, obstetricians in the UK have set up studies such as the National Sentinel Audit (England and Wales)1 and the National Audit (Scotland).2 In Canada the matter is being addressed by the Ontario Women's Health Project.3 These bodies note that in primary emergency caesarean section (i.e. caesarean section in primigravid women in labour) there are two main indications—failure to progress in labour and fetal distress. To counter these they advocate generous use of oxytocin in the failure-to-progress group (a strategy that can precipitate fetal distress) and careful evaluation of the fetus via scalp pH in the fetal-distress group. But such exhortations have had scant effect on the caesarean section rate. Further, when a caesarean section has been done for the first baby, there is a tendency to deliver subsequent babies in the same way; thus, an increase in the primary caesarean section rate has a multiplier effect on the whole rate. Why is it that modern human childbirth is so frequently associated with difficulty? Only occasionally has anyone attempted to explain this.4 While the proximate causes for primary caesarean section are failure to progress and fetal distress, the ultimate causes may lie in changes in human ecology.

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)0.001
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: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.152
Threshold uncertainty score0.173

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
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 head0.017
GPT teacher head0.284
Teacher spread0.267 · 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 designObservational
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

Citations19
Published2003
Admission routes1
Has abstractyes

Explore more

Same venueJournal of the Royal Society of MedicineSame topicMaternal and Perinatal Health InterventionsFrench-language works237,207