Posttraumatic stress disorder and treatment seeking in a nationally representative Canadian military sample
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 study aimed to identify predictors of treatment seeking in military members with posttraumatic stress disorder (PTSD) using data from the 2002 Canadian Community Health Survey-Canadian Forces Supplement (Statistics Canada, 2003). To identify predictors, two complementary analyses (binary logistic regression and recursive partitioning of independent variables) were conducted in military members with PTSD (N = 509). Results indicate that trauma-related (index traumatic event type, cumulative trauma exposure), demographic (marital status), enabling (income), and need (PTSD interference) factors predict treatment seeking in military members with PTSD, and that treatment seekers and nontreatment seekers are both comprised of distinct subgroups. Interventions aimed at increasing treatment-seeking behaviors should be tailored to the specific needs of various subgroups of nontreatment seekers.
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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) | 0.001 | 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