Integrating mainstream and indigenous approaches in a private clinical setting
Bibliographic record
Abstract
This report thoroughly examines and discusses my Advanced Practicum experience. The practicum was completed from October 23rd, 2017 to March 6th, 2018 within Tremblay Counselling Services of Timmins, Ontario. The primary learning objective was to critique the applicability of certain theories and approaches such as Cognitive Behavior Therapy, which are highlighted in the literature review while reflecting on how I could integrate an Indigenous framework within my practice approach. The Advanced Practicum offered an experiential learning experience, which was a more enriched opportunity to observe, assess, and critique the theoretical models utilized within therapy. In addition to my placement, a parenting group pilot project was also initiated. This project was an opportunity to learn about group facilitation and group processes. Primarily, the goal was to disseminate awareness and education concerning intergenerational trauma and its residual impacts on individual, familial, and community wellbeing. Essentially, the parenting group pilot project sought to fill a gap in services pertaining to Indigenous led support groups as it was discovered that culturally congruent interventions were lacking, specifically within the community of Timmins. Throughout my practicum placement, the integration and process of reflection was a key component in fostering self-awareness and professional development, which positively shaped my identity as an Indigenous practitioner. My goals for completing the Advanced Practicum sought to enhance, build, and strengthen my clinical skillsets while gaining confidence as I am wholeheartedly drawn to Indigenous mental health social work practice.
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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 | 0.016 | 0.014 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.012 | 0.014 |
| Scholarly communication | 0.006 | 0.005 |
| Open science | 0.003 | 0.021 |
| Research integrity | 0.002 | 0.005 |
| Insufficient payload (model declined to judge) | 0.011 | 0.002 |
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".