{"id":"W4407576897","doi":"10.1186/s12888-025-06572-2","title":"Strengthening the delivery of integrated care for individuals experiencing serious mental illness within mental health settings: a qualitative description of health provider perspectives","year":2025,"lang":"en","type":"article","venue":"BMC Psychiatry","topic":"Family Caregiving in Mental Illness","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Western University; Dalhousie University; University of Toronto; University Health Network; Ontario Shores Centre for Mental Health Sciences; Canadian Mental Health Association; Waypoint Centre for Mental Health Care; Centre for Addiction and Mental Health","funders":"Canadian Mental Health Association; Canadian Institutes of Health Research; Dalhousie University","keywords":"Mental health; Mental illness; Qualitative research; Psychology; Psychiatry; MEDLINE; Nursing; Medicine; Sociology","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":[0.01661521,0.0006004005,0.0005320822,0.001551458,0.01304187,0.004460465,0.002191464,0.00152458,0.002432487],"category_scores_gemma":[0.01762118,0.0006838562,0.0005854219,0.002146508,0.01240577,0.003796262,0.006547702,0.003074241,0.0001891914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01713937,"about_ca_system_score_gemma":0.02618423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1039193,"about_ca_topic_score_gemma":0.1677647,"domain_scores_codex":[0.9860032,0.01015666,0.0004125737,0.0005021712,0.001057589,0.00186774],"domain_scores_gemma":[0.9796866,0.01459494,0.00123219,0.0004527329,0.001804713,0.002228744],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001492749,0.00001290048,0.001336778,0.0001315859,0.000002677211,0.0004420862,0.9930506,0.00004052681,0.0003512448,0.001547658,0.0005642402,0.002504794],"study_design_scores_gemma":[0.000003221259,0.00001422181,0.0005225949,0.0001966903,0.000003734631,0.0001712324,0.9919003,0.00007804872,0.0001834352,0.0002356786,0.006683467,0.000007396875],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9539458,0.001891821,0.01151851,0.01650982,0.0002744144,0.0008716563,0.000632241,0.00005583292,0.01429991],"genre_scores_gemma":[0.9857181,0.00212994,0.005195531,0.002321718,0.00004563822,0.0005869793,0.0001411055,0.00005307639,0.003807887],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1039193,"threshold_uncertainty_score":0.2066288,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02630964069470047,"score_gpt":0.3618902149054249,"score_spread":0.3355805742107245,"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."}}