{"id":"W4406630375","doi":"10.1192/bja.2024.77","title":"Applying quality improvement to clinical practice: primer for psychiatrists","year":2025,"lang":"en","type":"article","venue":"BJPsych Advances","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health; Dalhousie University","funders":"","keywords":"Primer (cosmetics); Clinical Practice; Quality (philosophy); Psychology; Medicine; Family medicine; Chemistry; Philosophy","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":[],"consensus_categories":[],"category_scores_codex":[0.003190749,0.0002020906,0.000541842,0.0001233084,0.0008747134,0.00001355647,0.0003228586,0.0001967098,0.00007646388],"category_scores_gemma":[0.002577493,0.0001742643,0.000177653,0.0003248388,0.00003523911,0.0002883817,0.0001413516,0.0005217398,0.0001958037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000287737,"about_ca_system_score_gemma":0.001489636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000133358,"about_ca_topic_score_gemma":0.0003326517,"domain_scores_codex":[0.9963741,0.0004072153,0.001611084,0.0006019997,0.0002795657,0.0007260402],"domain_scores_gemma":[0.9938952,0.004352353,0.0004953528,0.0006000159,0.000422886,0.0002342349],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001115182,0.0002345496,0.05923099,0.001053003,0.00006429337,5.433303e-7,0.000209802,0.000001534134,0.00005162077,0.01693863,0.334079,0.5870209],"study_design_scores_gemma":[0.001697677,0.0002593576,0.02045926,0.00008055919,0.00003998982,1.351799e-7,0.001652271,0.000001894228,0.00001784337,0.005990549,0.9696192,0.0001813311],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02381779,0.02142704,0.1701678,0.4124341,0.06220549,0.04210151,0.0003061288,0.0009431096,0.266597],"genre_scores_gemma":[0.0179254,0.002679825,0.2982009,0.6342891,0.003848759,0.02044158,0.00007229571,0.00007664865,0.02246546],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.6355401,"threshold_uncertainty_score":0.7106292,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1174839620165287,"score_gpt":0.6369921841548861,"score_spread":0.5195082221383575,"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."}}