Mental Health Services Received by Depressed Persons Who Visited General Practitioners and Family Doctors
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
OBJECTIVES: This study estimated the rates of mental health service provision and of specialist referral in primary care in Canada and investigated factors associated with receiving mental health services and with referral to mental health specialists among persons who reported major depressive episodes. METHOD: S: Data from the 1998-1999 Canadian National Population Health Survey were used. The 608 respondents who reported having major depressive episodes in the 12 months preceding the survey and who reported contacting a general practitioner or family doctor during that time were included in the study. The rates of provision of mental health services by general practitioners and family doctors and of referral to mental health specialists were calculated. Demographic, socioeconomic, and clinical characteristics associated with receiving mental health services and with referral to specialists were investigated. RESULTS: Among the 608 respondents who had contacted general practitioners or family doctors for any reason, 153 had contacted them for emotional or mental problems. Of this subgroup of 153, 64.5 percent received mental health services either from these practitioners or by referral to specialists, and 26 percent were referred to mental health specialists. Depressed respondents who reported having talked to a general practitioner or family doctor about mental health problems, who reported impairment, and whose depressive symptoms had lasted eight or more weeks were more likely to have received mental health services. Respondents aged 12 to 24 years were more likely to be referred to mental health specialists. CONCLUSION: S: Impairment associated with depression and chronicity of depressive symptoms appear to be the primary determinants of the decisions made by general practitioners and family doctors about providing mental health services. Patients' willingness to consult with general practitioners or family doctors for mental health problems may also be a key factor, both for effective management of depression in primary care settings and for referral to mental health specialists.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 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) | 0.001 | 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