{"id":"W3042848377","doi":"10.15173/mumj.v16i1.2027","title":"Resource stewardship in Canadian undergraduate medical education","year":2019,"lang":"en","type":"article","venue":"McMaster University Medical Journal","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Stewardship (theology); Resource (disambiguation); Directive; Medical education; Health care; Healthcare system; Business; Psychology; Medicine; Knowledge management; Public relations; Political science; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.004808794,0.0002104963,0.0002061943,0.001304412,0.008629255,0.003754873,0.001308708,0.001601694,0.007347218],"category_scores_gemma":[0.0126626,0.0003436129,0.0002407064,0.001687672,0.003318119,0.0009082305,0.003730391,0.002940314,0.0004099288],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07368182,"about_ca_system_score_gemma":0.2754752,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8511826,"about_ca_topic_score_gemma":0.9592617,"domain_scores_codex":[0.9949008,0.0006610421,0.0001281192,0.0002152877,0.001968432,0.002126315],"domain_scores_gemma":[0.962963,0.001286648,0.0009819157,0.0003305469,0.00523897,0.02919883],"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":[0.0001827777,0.001545171,0.1392241,0.0007642817,0.00003954439,0.0009275932,0.02070327,0.001330973,0.002003907,0.03753796,0.2917434,0.5039971],"study_design_scores_gemma":[0.00008191758,0.0004590287,0.4860275,0.001347232,0.00003223425,0.0006533789,0.023848,0.001473689,0.001191681,0.008647441,0.4760703,0.0001675302],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4750721,0.01166321,0.001845438,0.3547586,0.002890059,0.0004406736,0.0004341499,0.0002139291,0.1526819],"genre_scores_gemma":[0.9568714,0.004414806,0.003301681,0.01747443,0.0002881584,0.00004829693,0.0001679582,0.00003051938,0.0174028],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9263182,"threshold_uncertainty_score":0.5346015,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2366963954650403,"score_gpt":0.4480791640794611,"score_spread":0.2113827686144208,"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."}}