{"id":"W2297328211","doi":"","title":"Addressing overuse starts with physicians: Choosing Wisely Canada.","year":2016,"lang":"en","type":"article","venue":"PubMed","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Women in Science and Engineering Newfoundland and Labrador; Nortel (Canada)","funders":"","keywords":"Harm; Do no harm; Test (biology); Alternative medicine; Medicine; Family medicine; Psychology; Psychiatry; Pathology; Social psychology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.007802016,0.0003812052,0.0006273785,0.001540672,0.01699463,0.008486908,0.001831596,0.01286663,0.01434263],"category_scores_gemma":[0.05728556,0.0004513382,0.000523568,0.001708344,0.01160849,0.007968808,0.006206907,0.01923995,0.003611051],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0175605,"about_ca_system_score_gemma":0.1057663,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.246374,"about_ca_topic_score_gemma":0.5628238,"domain_scores_codex":[0.9877906,0.003903616,0.0003614221,0.0007019144,0.005093994,0.002148483],"domain_scores_gemma":[0.9580253,0.007429893,0.002568807,0.0008830595,0.008976224,0.02211672],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003248051,0.00009551196,0.00625522,0.0001374247,0.00003438093,0.0008913607,0.003551731,0.00007297333,0.000282098,0.03519699,0.8665122,0.08693765],"study_design_scores_gemma":[0.00007086943,0.00008653072,0.009495668,0.002160992,0.00005101409,0.001583968,0.01440874,0.00030697,0.0003489653,0.08879385,0.8825549,0.0001374123],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001665607,0.00445905,0.0009163212,0.9738311,0.002230954,0.00001567105,0.00003660904,0.00002975426,0.01681511],"genre_scores_gemma":[0.08033895,0.01266344,0.006877835,0.882507,0.004939712,0.00006129958,0.00009082518,0.0001351787,0.01238583],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.992198,"threshold_uncertainty_score":0.4898798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.652722771834705,"score_gpt":0.4788349438898687,"score_spread":0.1738878279448362,"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."}}