{"id":"W7117759683","doi":"10.55016/ojs/tsw.v3i2.80270","title":"Epistemic oppression and sites of resistance in mental health systems","year":2025,"lang":"","type":"article","venue":"Transformative Social Work","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Oppression; Mental health; Reductionism; Equity (law); Resistance (ecology); Appropriation; Mainstream; Power (physics); Transformative learning","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.00233937,0.000360291,0.001059871,0.0003057117,0.002396374,0.00001571692,0.0001948253,0.0004158589,0.00008533135],"category_scores_gemma":[0.0000144445,0.0003516728,0.0001079432,0.001385911,0.0003021672,0.0002364203,0.00007169688,0.001019521,0.00001761532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001053557,"about_ca_system_score_gemma":0.0008183766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005542248,"about_ca_topic_score_gemma":0.001033187,"domain_scores_codex":[0.9932023,0.002438398,0.002509406,0.0003765302,0.000505693,0.0009676773],"domain_scores_gemma":[0.9981961,0.0004600507,0.0007996361,0.0001740825,0.0001227038,0.0002474851],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.004294735,0.0007921691,0.08175504,0.09276712,0.0001271288,0.000001405723,0.7380755,0.000004688492,0.00006176905,0.05785859,0.01456075,0.009701134],"study_design_scores_gemma":[0.02082988,0.001297036,0.1365969,0.1917551,0.0001191506,4.099038e-7,0.5676318,0.0002950528,0.0002761043,0.007766374,0.07209157,0.001340614],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8330921,0.08093457,0.0005849107,0.02864432,0.004002817,0.01273414,0.001628424,0.00005873913,0.03832],"genre_scores_gemma":[0.9910092,0.004909116,0.0001017816,0.001073137,0.00007221234,0.000184199,0.0002692425,0.00001646832,0.002364593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1704437,"threshold_uncertainty_score":0.9998935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1261440389945126,"score_gpt":0.4158483511268752,"score_spread":0.2897043121323626,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}