{"id":"W2890132602","doi":"10.1007/s40273-018-0711-9","title":"Trusting the Results of Model-Based Economic Analyses: Is there a Pragmatic Validation Solution?","year":2018,"lang":"en","type":"article","venue":"PharmacoEconomics","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Timeline; Transparency (behavior); Computer science; Risk analysis (engineering); Management science; Field (mathematics); Data aggregator; Health administration; Data science; Component (thermodynamics); Psychological intervention; Process management; Public health; Business; Medicine; Economics; Computer security","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":[0.5030977,0.002883511,0.007865581,0.003316034,0.002526087,0.01693596,0.008862676,0.01328824,0.005933001],"category_scores_gemma":[0.8104917,0.002101161,0.004994162,0.003070994,0.01435705,0.0293523,0.009491736,0.02344347,0.001722362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006208366,"about_ca_system_score_gemma":0.02089689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00540488,"about_ca_topic_score_gemma":0.003274677,"domain_scores_codex":[0.5748834,0.3493188,0.02345449,0.01304544,0.0354594,0.003838392],"domain_scores_gemma":[0.1071075,0.7475404,0.03133392,0.07692341,0.03424291,0.002851839],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.004410619,0.001285694,0.03938182,0.005559648,0.01250861,0.001275971,0.004758467,0.04889031,0.001498134,0.5931093,0.04836333,0.2389582],"study_design_scores_gemma":[0.0009119387,0.0004443688,0.003698276,0.003808611,0.0008444163,0.0002480343,0.0007310532,0.07866001,0.00140415,0.8944407,0.01457435,0.0002340623],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02613334,0.005823162,0.6469391,0.2971924,0.004910928,0.0008182428,0.0009219131,0.0008953606,0.01636563],"genre_scores_gemma":[0.6925043,0.002790278,0.2503408,0.0475177,0.002712951,0.00125286,0.0007769626,0.0006651242,0.00143904],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.4969023,"threshold_uncertainty_score":0.612769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4402854882852356,"score_gpt":0.5135493975386651,"score_spread":0.07326390925342957,"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."}}