Suicidal Ideation in Inpatients with Acute Schizophrenia
Bibliographic record
Abstract
OBJECTIVE: Schizophrenia has been associated with a high rate of suicide. This study investigates the prevalence of suicidal ideation in a population of inpatients with acute schizophrenia, together with the clinical parameters associated with suicidal thoughts. METHOD: We assessed 93 schizophrenia patients. We matched subjects for age and sex and compared subjects with and without suicidal thoughts. We performed stepwise multiple regression analysis to assess the association between specific clinical symptoms and suicidal ideation. RESULTS: Of the patients, 20.4% reported suicidal thoughts during the last 15 days. Severity of depressive symptoms, motor retardation, guilt feelings, pathological guilt, and self-depreciation predicted the patients' suicidal ideation. CONCLUSIONS: Suicidal thoughts are frequent among inpatients with acute schizophrenia. Prevention of suicidal behaviour should include helping patients improve their self-esteem and reducing depression and guilt feelings.
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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 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".