{"id":"W4386444869","doi":"10.1002/9781119862758.ch4","title":"How Can We Reduce Overuse","year":2023,"lang":"en","type":"other","venue":"","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Psychological intervention; Key (lock); Intervention (counseling); Process (computing); Health care; Work (physics); Phase (matter); Computer science; Health professionals; Management science; Process management; Psychology; Data science; Medicine; Nursing; Engineering; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01008126,0.0007743546,0.0007559972,0.001692741,0.002614461,0.00569417,0.001886683,0.004991168,0.04028399],"category_scores_gemma":[0.04530339,0.0002810468,0.001535958,0.001055929,0.00399254,0.01091467,0.005360578,0.008225063,0.0142543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003342415,"about_ca_system_score_gemma":0.01451587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01402774,"about_ca_topic_score_gemma":0.02369077,"domain_scores_codex":[0.9909019,0.004004208,0.0003604987,0.0004883346,0.003006208,0.00123884],"domain_scores_gemma":[0.9869093,0.00470044,0.0008435039,0.000810415,0.003181114,0.003555147],"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":[0.00004819837,0.0004633343,0.001744556,0.001610395,0.00009227583,0.0001384092,0.003387052,0.00034903,0.0002706767,0.07401844,0.432912,0.4849656],"study_design_scores_gemma":[0.00004227235,0.0001326861,0.002044159,0.005048203,0.00005263459,0.0002416905,0.004294259,0.0001942749,0.0003013118,0.06426293,0.9233415,0.00004406412],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002358308,0.01688537,0.004814812,0.8801045,0.007403985,0.0001229324,0.0002709661,0.0002584408,0.08778066],"genre_scores_gemma":[0.1053915,0.1161789,0.03157882,0.6136881,0.01084153,0.001141702,0.001153909,0.0009011755,0.1191245],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04028399,"threshold_uncertainty_score":0.1347634,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7352235763543244,"score_gpt":0.5950328140737067,"score_spread":0.1401907622806178,"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."}}