{"id":"W4399021191","doi":"10.1093/bjsw/bcae051","title":"Mental Health Social Work Practice: Navigating Tensions","year":2024,"lang":"en","type":"article","venue":"The British Journal of Social Work","topic":"Social Work Education and Practice","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; Canadian Mental Health Association; Royal Ottawa Mental Health Centre","funders":"Carleton University","keywords":"Social work; Mental health; Work (physics); Psychology; Sociology; Psychotherapist; Political science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.04939519,0.000478409,0.0009528901,0.004707331,0.02767507,0.02980759,0.004048689,0.006452659,0.006481876],"category_scores_gemma":[0.04496938,0.0009134384,0.0006701197,0.00349905,0.04877578,0.01935608,0.03743776,0.0089718,0.0008689471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01322473,"about_ca_system_score_gemma":0.03145121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006090001,"about_ca_topic_score_gemma":0.01145007,"domain_scores_codex":[0.9157788,0.06619855,0.001834617,0.002650853,0.006720919,0.006816271],"domain_scores_gemma":[0.9504146,0.02718029,0.003861022,0.002026844,0.003509679,0.01300766],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003151444,0.0002207055,0.006084674,0.0004847659,0.00003529743,0.0008783117,0.8581618,0.0001212525,0.0002662727,0.07598571,0.00965368,0.04807596],"study_design_scores_gemma":[0.00001639541,0.0000627183,0.003030701,0.001092583,0.000008029979,0.0003280039,0.8954235,0.0001761103,0.00006392141,0.05494294,0.04482627,0.00002884413],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3991962,0.01274947,0.01065038,0.4637672,0.002130042,0.000229351,0.00005956602,0.0001541934,0.1110636],"genre_scores_gemma":[0.9849876,0.00238049,0.002709757,0.007214894,0.000267999,0.0001448715,0.00002300282,0.00003825358,0.002233349],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04939519,"threshold_uncertainty_score":0.2612299,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03897319747865324,"score_gpt":0.4133620506861089,"score_spread":0.3743888532074557,"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."}}