Cumulative Economic Implications of Initial Method of Delivery
Bibliographic record
Abstract
OBJECTIVE: To examine the cumulative costs of hospital care in the first and subsequent pregnancies associated with different methods in the initial delivery of nulliparous women. METHODS: An 18-year population-based cohort study (1985-2002) using the Nova Scotia Atlee Perinatal Database compared cumulative delivery costs in the first and subsequent pregnancies. Women were identified by initial method of delivery for nulliparous women with singleton cephalic presentation at term undergoing spontaneous or induced labor for planned vaginal delivery, and for nulliparous women undergoing cesarean delivery without labor. Costs that were assessed included nursing hours in antepartum, labor and delivery, postpartum and neonatal intensive care units, physician costs, labor induction agents, consumables, and costs for postpartum hysterectomy, tubal ligation, and dilatation and curettage. RESULTS: A total of 27,613 pregnancies satisfied inclusion and exclusion criteria. When cumulative costs by type of labor at first delivery were considered, induction of labor (7,220 dollars) was more costly than spontaneous onset of labor (6,919 dollars, P = .006). The cumulative costs of assisted vaginal delivery at first delivery (7,288 dollars) and cesarean delivery in labor at first delivery (9,524 dollars) were similar in magnitude and were higher than spontaneous vaginal delivery at first delivery (P < .001). Cesarean delivery in labor in the first delivery was the most costly type of delivery (9,524 dollars), and the differences in cost increased with increasing number of deliveries (P < .05). CONCLUSION: Cesarean delivery in labor in the first delivery is associated with increased cumulative costs compared with other methods of delivery, regardless of the number or type of subsequent deliveries.
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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 | 0.001 | 0.018 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 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 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".