{"id":"W6902343052","doi":"10.6084/m9.figshare.23266552","title":"Do different decision-analytic modeling approaches produce different results? A systematic review of cross-validation studies","year":2023,"lang":"en","type":"article","venue":"Figshare","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; St. Joseph’s Healthcare Hamilton; Programs for Assessment of Technology in Health Research Institute","funders":"","keywords":"Population; Economic model; Resource (disambiguation); Systematic review; Empirical research; Mathematical model","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":[0.3639354,0.003022297,0.01143484,0.01251574,0.001166442,0.00831086,0.004689141,0.003688496,0.005605251],"category_scores_gemma":[0.6228891,0.002192727,0.02664635,0.01191835,0.003345455,0.006545048,0.003907196,0.003330097,0.0006290636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007778174,"about_ca_system_score_gemma":0.01274709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005215475,"about_ca_topic_score_gemma":0.00701597,"domain_scores_codex":[0.6479668,0.2509309,0.06006556,0.01025158,0.02936239,0.001422747],"domain_scores_gemma":[0.2933837,0.633307,0.03359606,0.01170651,0.0272564,0.000750466],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.002123419,0.000142819,0.007336968,0.6237684,0.1156626,0.0001387919,0.001066943,0.002815775,0.0001962002,0.007095371,0.003457244,0.2361955],"study_design_scores_gemma":[0.001724078,0.001138831,0.009216118,0.7825092,0.1600164,0.0003154118,0.0009430952,0.002692801,0.0008523937,0.0120024,0.02837089,0.0002184886],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00458674,0.9737793,0.01432771,0.002172523,0.0006916256,0.002040849,0.0008457964,0.00005468097,0.001500753],"genre_scores_gemma":[0.1839055,0.7605065,0.03936793,0.004423325,0.0006712683,0.008557047,0.002001537,0.0001926322,0.0003742979],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6360645,"threshold_uncertainty_score":0.7843809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7859974931279531,"score_gpt":0.5116256383508619,"score_spread":0.2743718547770911,"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."}}