{"id":"W2134023402","doi":"10.1177/0272989x12454579","title":"Model Transparency and Validation","year":2012,"lang":"en","type":"article","venue":"Medical Decision Making","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":791,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Transparency (behavior); Computer science; Face validity; External validity; Rigour; Documentation; Management science; Health care; Medicine; Psychology; Engineering; Psychometrics","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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2597636,0.00305937,0.003145454,0.005503853,0.003399188,0.01635257,0.00622049,0.005716351,0.01698703],"category_scores_gemma":[0.5639932,0.00190886,0.006036076,0.004353341,0.007367638,0.01490118,0.0121033,0.01079681,0.004834762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009761242,"about_ca_system_score_gemma":0.03809229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01266526,"about_ca_topic_score_gemma":0.007422293,"domain_scores_codex":[0.6734943,0.2465588,0.01727225,0.01433017,0.04518871,0.003155874],"domain_scores_gemma":[0.4403044,0.3461597,0.018827,0.1156953,0.07662007,0.002393438],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004294951,0.0002886493,0.006884719,0.003351817,0.0009554917,0.0002787633,0.005833365,0.06437962,0.001084636,0.6432878,0.05387206,0.2193536],"study_design_scores_gemma":[0.00040943,0.0003748378,0.002614733,0.007203378,0.0004660441,0.0002368324,0.002049252,0.1616002,0.004036991,0.6149967,0.2056837,0.0003277884],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.008590841,0.002172557,0.8947479,0.0233617,0.002055887,0.003794085,0.002980524,0.003127153,0.05916926],"genre_scores_gemma":[0.2692324,0.002222865,0.6975401,0.005435149,0.0007435794,0.009727166,0.005082359,0.001953735,0.008062692],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.7402364,"threshold_uncertainty_score":0.9128433,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4916667956298109,"score_gpt":0.4899938086028957,"score_spread":0.001672987026915207,"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."}}