One‐year prevalence of death thoughts, suicide ideation and behaviours in an elderly population
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
BACKGROUND: Suicidality is constituted by all those phenomena that are apparently positioned along a continuum, with the two extremes represented by death wishes and completed suicide. OBJECTIVES: The aim of this paper is to show the one-year prevalence of the phenomena constituting this possible continuum in the elderly population (aged 65 years and over) of a northern Italian city and to evaluate the relationship between some of these phenomena with psychological suffering. METHOD: Emotional feelings and suicidal thoughts have been investigated by an epidemiological survey conducted in a central quarter of that city. Data on attempted and completed suicide derived from the data bank of the Padua's WHO Collaborating Centre for Research and Training in Suicide Prevention that monitors these phenomena since 1989. RESULTS AND CONCLUSIONS: Results suggest the existence of some continuity in suicidal phenomena, where prevalence decreases from those of emotional/ideational nature to most extreme behaviour. Subjects presenting with more severe suicidal ideation were those also obtaining highest scores in a number of sub-scales of the Brief Symptom Inventory.
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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) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 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