{"id":"W4413756695","doi":"10.1136/bmjment-2025-301663","title":"Quantifying care, qualifying experiences: a systematic review of measurement-based care in psychiatry from patient and provider perspectives","year":2025,"lang":"en","type":"review","venue":"BMJ Mental Health","topic":"Schizophrenia research and treatment","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Hospital; University of Toronto; North York General Hospital; Sunnybrook Health Science Centre","funders":"","keywords":"Systematic review; Psychology; Medicine; Patient care; MEDLINE; Nursing; Psychiatry; Political science","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"],"consensus_categories":[],"category_scores_codex":[0.0006603024,0.0004413446,0.003459855,0.0003633829,0.0001192603,0.00001975113,0.0001311402,0.0001089408,0.00001958498],"category_scores_gemma":[0.0003411616,0.0003048646,0.0003920036,0.0004495583,0.00006476914,0.00004191271,0.00007034426,0.0003004595,0.000003115918],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002399706,"about_ca_system_score_gemma":0.007986624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001117236,"about_ca_topic_score_gemma":0.001271838,"domain_scores_codex":[0.9951751,0.001045832,0.001631198,0.0006474563,0.001116605,0.0003837922],"domain_scores_gemma":[0.9980552,0.0001588751,0.0007721605,0.0005582938,0.0002007314,0.0002547141],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001798891,0.0001991685,0.00009184638,0.9105179,0.0001660365,0.00001192622,0.01278196,9.313583e-9,1.962841e-8,0.00002345623,0.00005609021,0.07597166],"study_design_scores_gemma":[0.001318801,0.0006607583,0.00001212075,0.8673905,0.000547229,0.00001117258,0.1293985,0.000001286279,9.657975e-7,0.000001151842,0.0004907563,0.0001668277],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001756516,0.9823072,0.000003138248,0.0002986601,0.0002165757,0.01672778,0.0002065678,0.00002302,0.00004142122],"genre_scores_gemma":[0.001893067,0.9918024,0.001873097,0.0002325073,0.00003127299,0.00378207,0.0003523417,0.00003062684,0.000002599345],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1166165,"threshold_uncertainty_score":0.9999403,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.109574305708519,"score_gpt":0.4576082562973385,"score_spread":0.3480339505888196,"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."}}