{"id":"W2145074607","doi":"10.1023/a:1021217908383","title":"The Virtues of Evidence","year":2002,"lang":"en","type":"article","venue":"Metamedicine","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Virtue; Philosophy of medicine; Epistemic virtue; Epistemology; Virtue ethics; Identification (biology); Unification; Engineering ethics; Philosophy; Medicine; Computer science; Alternative medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["sts"],"domain":null,"study_design":"theoretical_or_conceptual","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"theoretical_or_conceptual","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.3303576,0.001294599,0.005928388,0.01105983,0.006669876,0.02344491,0.005029724,0.03269395,0.005530904],"category_scores_gemma":[0.5741887,0.001938952,0.002759379,0.004938808,0.0788728,0.02754123,0.00945765,0.02921892,0.001799486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007377864,"about_ca_system_score_gemma":0.0135336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00236354,"about_ca_topic_score_gemma":0.002773776,"domain_scores_codex":[0.6783956,0.196964,0.02890558,0.01587377,0.07623959,0.003621575],"domain_scores_gemma":[0.1544587,0.7693518,0.02007587,0.02789886,0.02362265,0.004592053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0005536943,0.0001550569,0.005464279,0.004181583,0.001334884,0.0004790315,0.002490617,0.0008028673,0.0002042243,0.8361217,0.0698852,0.0783267],"study_design_scores_gemma":[0.0004483491,0.0001062536,0.001463878,0.006139243,0.0002536165,0.0005083822,0.0009179317,0.0008720924,0.0001938233,0.9092172,0.07975333,0.0001259193],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.004602539,0.1555718,0.02814787,0.7394271,0.01457089,0.0002627608,0.000256505,0.0001429721,0.05701764],"genre_scores_gemma":[0.4398027,0.06792106,0.06497615,0.3686609,0.05076947,0.001778724,0.0002126202,0.0002403212,0.005638014],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3303576,"threshold_uncertainty_score":0.8257883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9270920882281367,"score_gpt":0.6464757069139441,"score_spread":0.2806163813141926,"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."}}