{"id":"W4386444381","doi":"10.1002/9781119862758.ch1","title":"Why Should We Reduce Medical 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":"University of Toronto","funders":"","keywords":"Psychological intervention; Health care; Healthcare system; Sustainability; Quality (philosophy); Business; Medicine; Nursing; 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":[0.001442697,0.0005365292,0.0004807752,0.0008699524,0.001495531,0.003710888,0.0008337378,0.003701377,0.0585801],"category_scores_gemma":[0.009982901,0.0002084762,0.0005999989,0.000858872,0.002105421,0.006684234,0.001710704,0.006361303,0.02792916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001551205,"about_ca_system_score_gemma":0.003039439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004963983,"about_ca_topic_score_gemma":0.01080014,"domain_scores_codex":[0.9987639,0.0003878142,0.00004773452,0.00007522065,0.0005735065,0.0001518376],"domain_scores_gemma":[0.9976315,0.0008806321,0.0001820374,0.00008703072,0.0005754686,0.0006432417],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001075762,0.00005176529,0.0002100515,0.0002253433,0.00000675188,0.00005460505,0.0002886,0.00004380778,0.00005097572,0.01371593,0.8710508,0.1142906],"study_design_scores_gemma":[0.000006350152,0.00001557443,0.0003986512,0.0006445954,0.000003350587,0.0001421853,0.0004941592,0.00002331331,0.00002766157,0.007383246,0.9908543,0.000006648787],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0008996784,0.04534911,0.001350812,0.6749201,0.02629803,0.00004291292,0.0002614292,0.0002990092,0.2505789],"genre_scores_gemma":[0.01529647,0.1062414,0.006200684,0.3857133,0.02032955,0.0002581725,0.0004275329,0.0004148694,0.4651179],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0585801,"threshold_uncertainty_score":0.1959699,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7941814875851488,"score_gpt":0.6336292921772696,"score_spread":0.1605521954078792,"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."}}