{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00168875,0.0002246846,0.0003420151,0.00007448541,0.0008642267,0.00002808946,0.000239473,0.0001375157,0.0001072254],"category_scores_gemma":[0.001693127,0.0001486571,0.00002991572,0.000266462,0.00009917576,0.0007995759,0.00009694166,0.0005742086,0.00005262583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001224227,"about_ca_system_score_gemma":0.002249166,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2895414,"about_ca_topic_score_gemma":0.7445855,"domain_scores_codex":[0.9954662,0.001451992,0.0005599054,0.0004552176,0.000677584,0.001389075],"domain_scores_gemma":[0.9962236,0.001846844,0.0005697524,0.0005777477,0.0003369671,0.0004450533],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004528204,0.0001199843,0.2824715,0.000676777,0.000125895,0.00009271818,0.002279756,0.00000168222,0.0002084594,0.001077333,0.07555734,0.6369357],"study_design_scores_gemma":[0.001129866,0.00001444626,0.6715735,0.0007358837,0.00003213588,0.000002190759,0.001247569,0.000002493609,0.0001691431,0.0001625519,0.324622,0.0003082086],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8881491,0.0004489571,0.0003232462,0.09327776,0.001712559,0.002784949,0.0001813341,0.0003010698,0.01282096],"genre_scores_gemma":[0.9750375,0.00005004099,0.0001971533,0.01862664,0.0007753289,0.001544259,0.000007186768,0.00006648818,0.003695468],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6366275,"threshold_uncertainty_score":0.7151896,"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."}}