Bibliographic record
Abstract
Objectives On successfully completing this topic, you will be able to: decide when an instrumental delivery is appropriate decide which instrument is most appropriate in a specific circumstance appreciate the techniques required for vacuum and forceps delivery recognise and appreciate the causes of failure to deliver with the instrument selected know what to do when the instrumental delivery has failed. Introduction Operative vaginal delivery (OVD) aims to expedite the delivery of a baby who is believed to be at risk of compromise or when the mother is unable to push it out herself. Worldwide, assisted vaginal delivery remains an integral part of the obstetrician's duties. Rates vary from 1.5% of deliveries (Czech Republic) to 15% (Australia and Canada) and from 9% to 13% regionally in the UK. These varying rates reflect not only different clinical practices but also different attitudes. Low OVD rates may reflect high CS rates, including those performed at full dilatation, because of a reluctance to perform instrumental deliveries. There is evidence of an increasing trend towards using emergency CS directly for delay in the second stage, without resort to a trial of instrumental delivery. This is particularly with occipito-posterior positions at midcavity. Although instrumental vaginal delivery can be hazardous and should be undertaken with care, the difficulty of CS at full dilatation should not be underestimated; it can be extremely difficult and is associated with high maternal morbidity. There is emerging evidence to support the direct supervision of trainees in this situation in order to maximise the appropriate number of operative vaginal deliveries both attempted and achieved. Women who labour are, by definition, aiming for vaginal delivery and therefore efforts should be focused on helping them to achieve this normally and safely. Various techniques may help in achieving high spontaneous vaginal delivery rates, such as the use of a partogram, companionship in labour, delaying pushing in women who have had epidural anaesthesia, upright posture and active management of the second stage of labour using oxytocin in nulliparae with epidurals.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.072 | 0.021 |
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 source (direct Gemma or distilled Codex), 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".