Psychological treatment is one of the several important components to the effective management of postpartum depression
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Commentary on : Stephens S, Ford E, Paudy P, et al. Effectiveness of psychological interventions for postnatal depression in primary care: a meta-analysis. Ann Fam Med 2016;14:463–72.[OpenUrl][1][Abstract/FREE Full Text][2] Perinatal mental health is a leading public health issue with significant economic cost to women and their families.1 In many countries, primary care is the main source of contact in the healthcare system, and the preferred treatment setting, for women with perinatal … [1]: {openurl}?query=rft.jtitle%253DThe%2BAnnals%2Bof%2BFamily%2BMedicine%26rft.stitle%253DAnn%2BFam%2BMed%26rft.aulast%253DStephens%26rft.auinit1%253DS.%26rft.volume%253D14%26rft.issue%253D5%26rft.spage%253D463%26rft.epage%253D472%26rft.atitle%253DEffectiveness%2Bof%2BPsychological%2BInterventions%2Bfor%2BPostnatal%2BDepression%2Bin%2BPrimary%2BCare%253A%2BA%2BMeta-Analysis%26rft_id%253Dinfo%253Adoi%252F10.1370%252Fafm.1967%26rft_id%253Dinfo%253Apmid%252F27621164%26rft.genre%253Darticle%26rft_val_fmt%253Dinfo%253Aofi%252Ffmt%253Akev%253Amtx%253Ajournal%26ctx_ver%253DZ39.88-2004%26url_ver%253DZ39.88-2004%26url_ctx_fmt%253Dinfo%253Aofi%252Ffmt%253Akev%253Amtx%253Actx [2]: /lookup/ijlink?linkType=ABST&journalCode=annalsfm&resid=14/5/463&atom=%2Febnurs%2F20%2F1%2F9.atom
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.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 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 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it