Inclusive and emancipatory approaches to occupational therapy practice in substance-use contexts
Bibliographic record
Abstract
BACKGROUND.: Occupational therapy practice is enhanced through clear understanding of its epistemological foundations. In the area of substance use, practices are strongly functionalist. PURPOSE.: This study unearths epistemologies through analyzing practices addressing the social needs of clients with problematic substance use. METHOD.: This study used an exploratory qualitative approach and was based on Marxist philosophies. Qualitative interviews were conducted with nine occupational therapists experienced in working with substance users. Data were analyzed through a dialectic approach to content analysis based on the Marxist theory of labour process. FINDINGS.: The occupational therapy practices were found to follow common principles: clients are agents of transformation in health processes; creativity is a strong element of practice and underlies the whole therapeutic process; and conditions of social reproduction compose the object of occupational therapy (i.e., what is transformed through occupational therapy practices). Two different approaches using these principles were uncovered according to the labour-process purposes: inclusive and emancipatory. IMPLICATIONS.: Systematization of practices based on epistemological foundations strengthens occupational therapists' ability to link actions to theories.
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How this classification was reachedexpand
Direct model labels (unvalidated)
Per-model category and study-design labels from the labeling rounds. They are machine output, unvalidated, and the disagreement between models ships as data. No study design here is MEDLINE-validated yet.
| Model arm | Categories | Study design | Confidence |
|---|---|---|---|
| gpt | no category Domain: not available · Genre: Empirical About the Canadian research system: no · About a Canadian topic: no | Qualitative | high |
| grok | no category Domain: not available · Genre: Empirical About the Canadian research system: no · About a Canadian topic: no | Qualitative | high |
| opus | no category Domain: not available · Genre: Empirical About the Canadian research system: no · About a Canadian topic: no | Qualitative | medium |
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 | 0.035 | 0.028 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.005 | 0.003 |
| Science and technology studies | 0.019 | 0.083 |
| Scholarly communication | 0.015 | 0.012 |
| Open science | 0.003 | 0.029 |
| Research integrity | 0.004 | 0.004 |
| Insufficient payload (model declined to judge) | 0.003 | 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, unvalidatedLabeled directly by 3 models reading the full record.
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".