{"id":"W2591711560","doi":"10.1177/2054358117695570","title":"Choosing Wisely","year":2017,"lang":"en","type":"article","venue":"Canadian Journal of Kidney Health and Disease","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Calgary; Humber River Regional Hospital; McMaster University; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Kidney disease; Nephrology; Family medicine; Internal medicine; Delphi method; Diabetic nephropathy; Intensive care medicine; Kidney","routes":{"ca_aff":true,"ca_fund":false,"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":[0.05312798,0.001566253,0.004900532,0.01122892,0.002165324,0.01337891,0.00412177,0.007037136,0.01870089],"category_scores_gemma":[0.2746463,0.001198543,0.003579454,0.007824857,0.004085151,0.01071992,0.005412496,0.005298484,0.005401825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007482072,"about_ca_system_score_gemma":0.04473669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006864171,"about_ca_topic_score_gemma":0.01684547,"domain_scores_codex":[0.9039426,0.05204703,0.01354015,0.003192822,0.02458198,0.002695411],"domain_scores_gemma":[0.7109792,0.1694176,0.0281504,0.008826483,0.07400721,0.008619124],"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":[0.0001839181,0.00007607004,0.001606505,0.156362,0.001436244,0.0003076254,0.001840394,0.0002583952,0.0002649748,0.01037167,0.3902894,0.4370027],"study_design_scores_gemma":[0.0001055295,0.00009974692,0.00153659,0.3069833,0.001192387,0.0005033972,0.001715157,0.0001188712,0.0001919393,0.006050562,0.6814142,0.00008829488],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.001118541,0.805371,0.003431177,0.1344746,0.02430442,0.002098396,0.0006757841,0.0002372276,0.02828879],"genre_scores_gemma":[0.02756347,0.8152843,0.01536334,0.1160826,0.01199711,0.003279139,0.000870003,0.0002285287,0.009331607],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.05312798,"threshold_uncertainty_score":0.280971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5250915353402176,"score_gpt":0.5381314938973425,"score_spread":0.01303995855712492,"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."}}