{"id":"W2410203642","doi":"10.1097/acm.0000000000000932","title":"Choosing Wisely Canada","year":2015,"lang":"en","type":"letter","venue":"Academic Medicine","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"","keywords":"Stewardship (theology); Curriculum; Medical education; Curiosity; Resource (disambiguation); Critical thinking; Psychology; Public relations; Value (mathematics); Medicine; Pedagogy; Political science; Social psychology; Computer science","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":[0.001998915,0.0007865173,0.0006524626,0.0007620048,0.003579731,0.003894973,0.001802945,0.008758042,0.02646094],"category_scores_gemma":[0.0238837,0.0003523103,0.0005467742,0.0006696248,0.002095518,0.002842377,0.00112094,0.01567362,0.006410663],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003614055,"about_ca_system_score_gemma":0.007653866,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02434939,"about_ca_topic_score_gemma":0.06444246,"domain_scores_codex":[0.997857,0.0004398189,0.0001420463,0.000319571,0.0008524681,0.0003891139],"domain_scores_gemma":[0.9895337,0.003496459,0.0005462465,0.0002692598,0.003102362,0.003051891],"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":[0.000009777841,0.0000101614,0.0001676306,0.00002986292,0.000003544303,0.0002321177,0.00006439561,0.000009418228,0.00001746921,0.0003139213,0.9952202,0.003921314],"study_design_scores_gemma":[0.0000116331,0.00001502115,0.0006831115,0.0002046692,0.000009286639,0.0007328927,0.0004692128,0.00009617009,0.0001007216,0.000396818,0.9972605,0.00001997564],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.0007432107,0.004217512,0.0002203389,0.7010593,0.2863758,0.00002270073,0.0002033296,0.000109261,0.007048483],"genre_scores_gemma":[0.01227589,0.006130031,0.0005086045,0.7943867,0.1453934,0.00003979605,0.0001567723,0.000143833,0.04096502],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.9963859,"threshold_uncertainty_score":0.08852071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7608423951828803,"score_gpt":0.5882080388880595,"score_spread":0.1726343562948208,"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."}}