Suicide Among Women with Schizophrenia Spectrum Disorders
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
This paper presents five cases of suicide in women attending a schizophrenia clinic and demonstrates that, in the presence of psychosis, women can act impulsively and aggressively and can use lethal means to end their lives. If generalizations can be made from the stories of these five women, then multiple prior admissions, comorbid psychiatric and substance abuse diagnoses, lack of negative symptoms, full awareness of illness, and current crisis appear to constitute important risk variables. Female-specific factors associated with suicide in this sample were childhood sexual abuse, intimate partner abuse, and child loss. The author, who knew these five women very well over a long period of time, concludes that the deaths might have been prevented by critical interventions such as timely hospital admission, suicide screening prior to hospital discharge, safety check of the immediate environment, in-depth explanation of therapeutic decisions, and complete assessment of the personal meaning attached to recent events.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.003 |
| Insufficient payload (model declined to judge) | 0.001 | 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