{"id":"W2938432378","doi":"10.36834/cmej.43421","title":"Engaging residents to choose wisely: Resident Doctors of Canada resource stewardship recommendations","year":2019,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland; McMaster University; University of Toronto","funders":"","keywords":"Stewardship (theology); Resource (disambiguation); Specialty; Guideline; Medicine; Health care; Medical education; Public relations; Family medicine; Political science; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.01794191,0.0005471835,0.0006996989,0.002093661,0.006765793,0.002919841,0.002777617,0.003048417,0.007078754],"category_scores_gemma":[0.07150871,0.0004810718,0.0009685184,0.001979871,0.001657552,0.001616492,0.003204096,0.003548494,0.001245343],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02709388,"about_ca_system_score_gemma":0.2255764,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6894746,"about_ca_topic_score_gemma":0.9092969,"domain_scores_codex":[0.9867169,0.003939938,0.00159384,0.000522832,0.005231033,0.001995425],"domain_scores_gemma":[0.9256487,0.01116718,0.005586316,0.001124654,0.04140023,0.01507299],"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":[0.0001542833,0.0002122482,0.03314974,0.004158537,0.00009510033,0.0006956506,0.006216423,0.0005302613,0.0007701559,0.002110865,0.7348226,0.2170841],"study_design_scores_gemma":[0.0003487262,0.0003716978,0.088636,0.01888102,0.0003353854,0.0008173286,0.01899372,0.001421255,0.001367992,0.003637566,0.8648662,0.0003231184],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.08696159,0.02888291,0.009795997,0.7687985,0.008075366,0.004861878,0.004416902,0.0007240961,0.08748277],"genre_scores_gemma":[0.583648,0.05005224,0.17608,0.1339285,0.002236917,0.004447243,0.005456631,0.0002260807,0.0439243],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9729061,"threshold_uncertainty_score":0.6247082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2526856423276502,"score_gpt":0.5043985357801188,"score_spread":0.2517128934524687,"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."}}