{"id":"W4416748238","doi":"10.1177/10497315251394279","title":"Transformative Mental Health Social Work Practice: What, When, and with Whom Do We Learn?","year":2025,"lang":"en","type":"article","venue":"Research on Social Work Practice","topic":"Social Work Education and Practice","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Ottawa Mental Health Centre; Carleton University","funders":"Carleton University","keywords":"Transformative learning; Mental health; Social work; Participatory action research; General partnership; Identity (music); Citizen journalism; Social learning","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02007084,0.0005195465,0.0006931238,0.001893725,0.01120419,0.01873673,0.002265097,0.003642054,0.003243912],"category_scores_gemma":[0.03546458,0.0003824122,0.0006145569,0.00151338,0.03556198,0.02045907,0.01611061,0.008147273,0.000695962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008784712,"about_ca_system_score_gemma":0.02476728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006336297,"about_ca_topic_score_gemma":0.01284747,"domain_scores_codex":[0.9789551,0.01492636,0.0003373576,0.0009976355,0.001713764,0.003069694],"domain_scores_gemma":[0.9762496,0.01338521,0.001965987,0.001440142,0.001459327,0.005499773],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000436927,0.0003745024,0.01583923,0.0006349104,0.00002832761,0.0005199194,0.7454926,0.0001962484,0.0003570156,0.06683988,0.005647511,0.1640262],"study_design_scores_gemma":[0.00001123585,0.0001096133,0.004332414,0.001673052,0.00001595267,0.0003110383,0.8841578,0.0003025665,0.0004479639,0.06965751,0.03893663,0.00004420103],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5488911,0.01664493,0.01568262,0.3517578,0.001108783,0.0002774606,0.00006553277,0.0001469371,0.0654249],"genre_scores_gemma":[0.9843206,0.005563289,0.003436424,0.00460595,0.0001494955,0.0001164237,0.00002140623,0.00002618253,0.001760186],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02007084,"threshold_uncertainty_score":0.106146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1222104857070827,"score_gpt":0.526294688586697,"score_spread":0.4040842028796144,"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."}}