{"id":"W2031056312","doi":"10.1097/01.mlr.0000083746.54410.cf","title":"The Need for Evolution in Healthcare Decision Modeling","year":2003,"lang":"en","type":"article","venue":"Medical Care","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Foothills Medical Centre; University of Calgary","funders":"","keywords":"Decision analysis; Health care; Computer science; Risk analysis (engineering); Management science; Decision model; Quality (philosophy); Decision support system; Decision problem; Medicine; Artificial intelligence; Machine learning; Engineering; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.02065123,0.00104156,0.00184884,0.002257998,0.001276781,0.005400065,0.002398599,0.004365044,0.002885375],"category_scores_gemma":[0.071647,0.0007674294,0.001876444,0.003047754,0.00542363,0.01161377,0.003732868,0.006770332,0.0005694629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003541188,"about_ca_system_score_gemma":0.003286578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007558167,"about_ca_topic_score_gemma":0.00496888,"domain_scores_codex":[0.985327,0.01156503,0.0006058269,0.0009314267,0.001307101,0.000263537],"domain_scores_gemma":[0.9207249,0.07078721,0.002025465,0.002210952,0.003318882,0.0009325618],"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":[0.00004179736,0.0000626192,0.00269674,0.0004813672,0.000137093,0.0001866872,0.0007714555,0.2106057,0.00009411665,0.7030423,0.005015947,0.07686421],"study_design_scores_gemma":[0.00001157195,0.00001823919,0.0002183423,0.0001993415,0.00001843999,0.00005775379,0.0001971139,0.2812585,0.00004089834,0.7082072,0.009749678,0.0000229503],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01125888,0.007380862,0.9115401,0.05268285,0.0005293305,0.0001881195,0.0002520431,0.0001954036,0.01597256],"genre_scores_gemma":[0.405143,0.009998817,0.5738313,0.004770455,0.001255847,0.0007184915,0.0004212528,0.0001361171,0.003724749],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02065123,"threshold_uncertainty_score":0.1092154,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3017447793676432,"score_gpt":0.4551469715118022,"score_spread":0.153402192144159,"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."}}