{"id":"W2765654029","doi":"","title":"Empowering Medical Learners to Choose Wisely","year":2019,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science; Data science; World Wide Web; Medical education; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.008001484,0.0002872501,0.0002406374,0.0007940624,0.01267825,0.006709896,0.001168764,0.002896747,0.02025447],"category_scores_gemma":[0.03232884,0.0002129905,0.000386525,0.0006247128,0.005155571,0.002400304,0.00445117,0.005393585,0.002714597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01455496,"about_ca_system_score_gemma":0.08539248,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2621087,"about_ca_topic_score_gemma":0.6430342,"domain_scores_codex":[0.9918222,0.002586409,0.0001191354,0.0002310449,0.003571072,0.001670136],"domain_scores_gemma":[0.9555346,0.008402066,0.002547427,0.0009333849,0.008114289,0.02446822],"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":[0.0001456199,0.001655947,0.05603071,0.0002501463,0.0000387436,0.0008116634,0.09525615,0.0005171266,0.001381234,0.0309703,0.6108983,0.2020441],"study_design_scores_gemma":[0.00009920272,0.0002229383,0.03129308,0.0007226777,0.00004291987,0.0008459222,0.1148109,0.0005080465,0.0009855174,0.01759421,0.8327706,0.0001040349],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.226622,0.002597693,0.001925657,0.3802013,0.002568911,0.0001951164,0.0001729526,0.0001307904,0.3855855],"genre_scores_gemma":[0.7971751,0.003435969,0.005242598,0.07239643,0.0008855506,0.0001611685,0.0001291212,0.00007929773,0.1204947],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.2621087,"threshold_uncertainty_score":0.5211661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3203156613849252,"score_gpt":0.4936980284558495,"score_spread":0.1733823670709244,"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."}}