Urgency in the Fourth Trimester: Postpartum Psychosis as a Psychiatric Crisis
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
Postpartum psychosis (PPP) is a rare but severe psychiatric emergency, affecting 1–2 out of every 1,000 new mothers (1). Unlike postpartum depression, which is currently more widely recognized and characterized by persistent sadness, loss of interest, sleep disturbances, guilt or feelings of worthlessness, difficulty concentrating, changes in appetite, psychomotor changes, and thoughts of death or suicide while remaining in contact with reality, PPP involves a loss of reality and may include dangerous behaviours driven by delusional beliefs. Its urgency lies in the significantly elevated risks of suicide and infanticide, estimated at around 5% and 4%, respectively (2). Immediate recognition and treatment are critical, as most affected women require psychiatric hospitalization to prevent tragic outcomes for both mother and child.
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 | 0.009 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.000 | 0.005 |
| Insufficient payload (model declined to judge) | 0.004 | 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 it