{"id":"W3132742494","doi":"10.46747/cfp.6702110","title":"Choosing Wisely Canada recommendations","year":2021,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Asymptomatic; Medicine; Surgery","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001694714,0.0007984557,0.001021706,0.002895642,0.006757735,0.005841614,0.00311355,0.01206565,0.4007021],"category_scores_gemma":[0.02189087,0.0006758017,0.001609283,0.002517777,0.00155246,0.004010859,0.002491576,0.008558464,0.1526044],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01732476,"about_ca_system_score_gemma":0.09691714,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6795687,"about_ca_topic_score_gemma":0.8757309,"domain_scores_codex":[0.9958591,0.000401929,0.0001948037,0.0003112259,0.002165427,0.001067626],"domain_scores_gemma":[0.9758863,0.001037056,0.0002830677,0.000367591,0.01520368,0.007222405],"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":[0.000002218711,0.000008345439,0.00006364689,0.00002108757,9.683191e-7,0.00001633288,0.000007120269,0.000007318628,0.00000682544,0.0002968235,0.9935558,0.006013412],"study_design_scores_gemma":[0.00002824635,0.000005329989,0.0006761728,0.0003273596,0.000005384435,0.00005185784,0.0001229087,0.0000290295,0.00002433005,0.0007930951,0.9979118,0.00002454062],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0004880939,0.00432374,0.001062084,0.3755955,0.0282374,0.001001094,0.01156751,0.001401628,0.5763229],"genre_scores_gemma":[0.004747695,0.006044422,0.006213932,0.3816991,0.004691394,0.0009771683,0.006819611,0.0007934086,0.5880132],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9826753,"threshold_uncertainty_score":0.8548258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4693638381333051,"score_gpt":0.4763040412593986,"score_spread":0.006940203126093558,"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."}}