Traumatic pasts in Canadian Aboriginal people: Further support for a complex trauma conceptualization?
Bibliographic record
Abstract
A relevant and helpful framework for assessing Aboriginal people with a traumatic past may in- clude complex posttraumatic stress disorder or disorder of extreme stress not otherwise specified. In a study for the Aboriginal Healing Founda- tion, 127 case files were obtained from former students of Indian resi- dential schools in British Columbia. A coding system was developed to systematically analyze a number of psychosocial and mental health problems. The Aboriginal people studied were found to have several risk factors for complex posttrau- matic stress disorder and many men- tal health problems associated with complex trauma. These findings sug- gest that it may be useful to adapt a complex posttraumatic stress disor- der framework when assessing men- tal health problems in Canadian Abo- riginal people. The findings also suggest that further research is needed to offer more definite con- clusions about the associations between residential school experi- ences and mental health problems.
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How this classification was reachedexpand
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 | 0.000 |
| 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) | 0.028 | 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 teacher head, 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".