Induction of Labor: An Overview of Guidelines
Bibliographic record
Abstract
Importance Induction of labor (IOL) is a common obstetric intervention that stimulates the onset of labor using artificial methods. Objective The aim of this study was to summarize and compare recommendations from 4 national or international medical societies on the IOL. Evidence Acquisition A descriptive review was conducted of major published guidelines on IOL: the American College of Obstetricians and Gynecologists' “Induction of Labor” and “Management of Late-Term and Postterm Pregnancies,” the guidelines of the Society of Obstetricians and Gynaecologists of Canada (SOGC) on “Induction of Labour,” those of the National Institute for Health and Care Excellence (NICE) on “Inducing Labour,” and the World Health Organization's (WHO's) “Recommendations for Induction of Labour” and “WHO Recommendations: Induction of Labour at or Beyond Term.” These guidelines were compared in terms of their recommendations on clinical indications and methods. Results Many similar indications and contraindications to IOL are identified between American College of Obstetricians and Gynecologists and SOGC, whereas NICE and WHO do not mention any contraindications. The timing of IOL in postterm pregnancies also differs among the guidelines. Regarding the methods of induction, all the medical societies recommend the use of membrane sweeping, mechanical methods, prostaglandins, and oxytocin, whereas NICE argues against the use of misoprostol for IOL. The American College of Obstetricians and Gynecologists and SOGC consider amniotomy a method of IOL, whereas NICE and WHO do not recommend it. All the guidelines also make similar recommendations regarding the management of uterine tachysystole in cases of IOL. Conclusions The World Health Organization seems to be the most evidence-based guideline with recommendations based mainly on Cochrane reviews. The variation in the clinical indications and methods of IOL highlights the need to adopt an international consensus, which may help to optimize the quality of obstetric care and further promote evidence-based medicine. Target Audience Obstetricians and gynecologists, family physicians. Learning Objectives After participating in this activity, the learner should be better able to identify the appropriate indications for induction of labor; explain the effectiveness and associated risks of using prostaglandins, misoprostol, oxytocin, and amniotomy for induction of labor; and assess the definition and alternatives of failure of induction of labor.
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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 | 0.008 | 0.027 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.011 | 0.009 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.003 | 0.003 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.003 | 0.005 |
| Insufficient payload (model declined to judge) | 0.006 | 0.003 |
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".