To ‘C’ or not to ‘C’?/Caesarean delivery upon maternal request: a review of facts, figures and guidelines
Bibliographic record
Abstract
The last few decades have seen an unrelenting rise in caesarean section (CS) rates. In addition to an increase in numbers of CS performed worldwide, there has also been a change in the indications for CS, a reflection of changing times. A new dilemma facing obstetricians is the increasing demand for CS in the absence of any medical indication (caesarean delivery on maternal request - CDMR). The paucity of evidence either in favour or against, the poor understanding of long-term health and financial implications and the complex ethical issues surrounding CDMR make counselling extremely challenging. Needless to say, CDMR has generated enormous interest both in the media and among health-care providers, and many national and international bodies have now issued guidelines on the topic. In this editorial, we have aimed to explore the factors responsible for the increase in CDMR rates, assess the safety and cost implications of CS and review the recent guidelines and recommendations on CDMR.
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 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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.004 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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".