Help Seeking and Perceived Need for Mental Health Care Among Individuals in Canada With Suicidal Behaviors
Bibliographic record
Abstract
OBJECTIVE: This study examined and compared help seeking, perceived need, satisfaction with health professionals, and barriers to care in three groups: individuals with a mental disorder without suicidal behaviors, those with suicidal ideation with or without a mental disorder, and those with a suicide attempt with or without a mental disorder in the past year. METHODS: Data came from the Canadian Community Health Survey Cycle 1.2. The sample consisted of 36,984 persons aged 15 years and older (response rate=77%). A total of 4,872 had a mental disorder without suicidal behaviors, 1,234 had suicidal ideation, and 230 had attempted suicide. Multiple logistic regressions were used to examine differences between the three groups after adjusting for sociodemographic factors and the number of mental disorders. RESULTS: Individuals with suicidal ideation and those with suicide attempts were significantly more likely than those with a mental disorder but no suicidal behaviors to seek help and to perceive a need for care in the past year. However, 48% of individuals reporting suicidal ideation and 24% of individuals reporting a suicide attempt did not seek help and did not perceive a need for help in the past year. Significant differences existed between individuals in the three groups in terms of satisfaction with the care they received and barriers to receiving care in the past year. CONCLUSIONS: Although suicidal ideation and suicide attempts represent a significant source of evaluated need associated with help seeking and perceived need over and above the presence and severity of mental disorders, a significant proportion of individuals with suicidal behaviors did not receive care and did not perceive a need for care. Future research should be directed toward finding better ways to identify these individuals and address barriers to their care and other factors that may interfere with their receiving help.
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".