Bibliographic record
Abstract
Recent work has documented the relatively high incidence of Posttraumatic Stress Disorder (PTSD) symptoms in women during the birth delivery process and afterwards, even in uncomplicated births. This phenomenon, however, has yet to be linked with cases of neonaticide (child homicide in the first 24 hr of life) or infanticide (child homicide within the 1st year of life). Women are more likely to experience mental disorder after childbirth than at any other time in their lives, and the intentional killing of an offspring by a mentally ill mother is likely underreported. The immediate postpartum period is a time of heightened vigilance by health providers and, when the tragic death of an infant occurs, forensic professionals should specifically assess for PTSD. As an illustration, the authors present a case of maternal neonaticide that was directly linked to PTSD without any other concomitant mental disorder. PTSD is a viable mitigating factor to be examined in legal defenses of infanticide either in isolation or in conjunction with other factors.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 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".