Bibliographic record
Abstract
PURPOSE OF REVIEW: The postpartum period is a time of significant emotional, social, and physical change for most women. This review focuses on recent evidence supported by systematic reviews and randomized, controlled trials to guide the care of postpartum women who are otherwise healthy. RECENT FINDINGS: Mental health outcomes are improved with postpartum support in at-risk women. Postpartum depression can be treated either pharmacologically or with counseling; however, exercise and omega-3 fatty acids are emerging as potentially effective alternatives. Intrauterine devices are safe and effective methods of contraception in the postpartum period. There has yet to be an effective, postpartum, smoking-cessation program developed, although intensive motivational counseling shows some promising early results. Bladder dysfunction continues to be a significant problem for women even at 10 years postpartum. Pelvic floor muscle exercises can help prevent and treat incontinence at 12 months, but longer-term follow-up studies are needed. Prevalence studies suggest that bowel dysfunction is common in the postpartum period, but randomized, controlled trials are limited to treatment in women with third-degree perineal damage. SUMMARY: Although some recommendations can be made for evidence-based postpartum care, many important questions related to the postpartum period have not been examined by rigorous methodologies.
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 | 0.000 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.003 | 0.001 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
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".