{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01457614,0.0001073328,0.0004312313,0.0001374246,0.0003059227,0.00003895977,0.0002296855,0.0002091628,0.00006929613],"category_scores_gemma":[0.01958205,0.0001042396,0.00009373164,0.0001682821,0.00003624468,0.0001206385,0.00002220924,0.0002123807,0.0001788142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001005479,"about_ca_system_score_gemma":0.0004062587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001148743,"about_ca_topic_score_gemma":0.002857981,"domain_scores_codex":[0.996549,0.0002434044,0.002286997,0.0003512852,0.0001659011,0.0004034784],"domain_scores_gemma":[0.9974373,0.001537638,0.0003753949,0.00032788,0.000101247,0.0002205332],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004387449,0.00004234184,0.07022965,0.0004155804,0.00001476718,0.000001316186,0.003013558,0.002098069,1.742032e-7,0.9118671,0.007958598,0.00431491],"study_design_scores_gemma":[0.003876105,0.0001936578,0.01006487,0.0004089195,0.000005307717,0.00000889973,0.01773529,0.4122763,0.000001768436,0.3850839,0.1697704,0.000574594],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3685415,0.05268986,0.3731589,0.1963906,0.003588437,0.002567452,0.0001915298,0.00009206477,0.002779608],"genre_scores_gemma":[0.9918866,0.0001479108,0.001755854,0.005707114,0.0001952373,0.0002052025,0.00002105163,0.00001985578,0.000061156],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6233451,"threshold_uncertainty_score":0.9886764,"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."}}