Exploring the Integration of Indigenous Healing and Western Psychotherapy for Sexual Trauma Survivors Who Use Mental Health Services at Anishnawbe Health Toronto
Bibliographic record
Abstract
Sexual traumas, including sexual abuse and sexualized violence, remain substantially higher among Indigenous peoples in Canada than among non-Indigenous peoples. These trends are rooted in a colonial history that includes a deprivation of lands and culture, residential schooling, and other intergenerational traumas. Mental health sequelae following sexual traumas such as abuse and violence may include mood disorders, low self-worth, posttraumatic stress, and a range of issues related to anxiety. Perhaps unsurprisingly, Western mental health services are typically underutilized by Indigenous peoples managing these issues. This article details a qualitative, community-based project undertaken in partnership with Anishnawbe Health Toronto that explores how Indigenous healing in the Anishnawbe tradition, alongside Western therapy services, can improve the mental health of Indigenous clients who have experienced sexual trauma. Findings detail themes related to loss and recovery from an Indigenous standpoint and emphasize the need for trauma-informed care, alongside culture-informed care, in order to meet the holistic mental health needs of these clients. The inclusion of traditional healing services offers a culturally appropriate pathway to recovery for Indigenous clients who are sexual trauma survivors.
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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 | 0.003 | 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 | 0.003 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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 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".