{"id":"W2077673454","doi":"10.1503/cjs.005214","title":"Choosing Wisely (and carefully) Canada","year":2014,"lang":"en","type":"editorial","venue":"Canadian Journal of Surgery","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Family medicine; Association (psychology); MEDLINE; Medical emergency; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01181023,0.002755127,0.002479281,0.00274368,0.006226342,0.01327519,0.003119964,0.02004732,0.01585331],"category_scores_gemma":[0.05079784,0.001100997,0.001691897,0.001757936,0.005340223,0.006530962,0.002078977,0.03374748,0.009124987],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009532583,"about_ca_system_score_gemma":0.02020033,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04202195,"about_ca_topic_score_gemma":0.1277635,"domain_scores_codex":[0.9868925,0.002098073,0.0007955934,0.00114846,0.008170211,0.0008951028],"domain_scores_gemma":[0.9597996,0.01763961,0.001083516,0.0007859753,0.01493401,0.005757251],"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":[0.000006483822,0.000003157218,0.00001189737,0.00004714295,0.000004101148,0.00001906265,0.00002019172,0.000006094723,0.000007921863,0.0003921551,0.9971421,0.002339546],"study_design_scores_gemma":[0.00002305494,0.000008866171,0.0001032005,0.0003454484,0.00001659512,0.00004330733,0.00008554864,0.00003417081,0.00004104754,0.0004947135,0.9987867,0.00001721525],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00003129276,0.007764161,0.00009861012,0.1394539,0.8488169,0.00001916734,0.00006233816,0.00005444704,0.003699129],"genre_scores_gemma":[0.001406173,0.01519617,0.0002435699,0.1302165,0.828442,0.0000376884,0.00005004505,0.0001074319,0.02430045],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.9904674,"threshold_uncertainty_score":0.08355474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4563333126958863,"score_gpt":0.4667628880080288,"score_spread":0.0104295753121425,"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."}}