{"id":"W4416410498","doi":"10.1016/j.jval.2025.10.016","title":"Return-on-Investment in Health Economic Evaluation: An Exploratory Analysis","year":2025,"lang":"en","type":"article","venue":"Value in Health","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; University of Toronto","funders":"","keywords":"Scope (computer science); Exploratory analysis; Variation (astronomy); Measure (data warehouse); Pareto principle; Exploratory research","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":[0.03657181,0.001228157,0.001370352,0.003209795,0.0005224566,0.002626131,0.001185745,0.001065111,0.005082964],"category_scores_gemma":[0.166555,0.0004114735,0.003240329,0.003377709,0.001366961,0.00441389,0.002757181,0.002899928,0.0004378653],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002111566,"about_ca_system_score_gemma":0.001871671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001774089,"about_ca_topic_score_gemma":0.001478139,"domain_scores_codex":[0.9670432,0.0275892,0.001141115,0.0007122369,0.002556639,0.0009575543],"domain_scores_gemma":[0.4752913,0.510917,0.005887963,0.003555683,0.003335594,0.001012505],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008167179,0.002662142,0.5296115,0.003148996,0.005412791,0.001428654,0.003354998,0.1220563,0.001010809,0.1260959,0.004989063,0.1920617],"study_design_scores_gemma":[0.0007562831,0.009270409,0.4430088,0.00158769,0.005703109,0.001813851,0.008690272,0.3700814,0.00307333,0.1446912,0.01101702,0.0003067022],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9387951,0.005182217,0.04131419,0.0014385,0.00003868875,0.0007457042,0.001952468,0.0001009742,0.01043215],"genre_scores_gemma":[0.9930819,0.0004578346,0.004937235,0.00006311195,0.00002212102,0.0002404226,0.000479357,0.00002706935,0.0006909629],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03657181,"threshold_uncertainty_score":0.1934125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.449292168990268,"score_gpt":0.4701920806746715,"score_spread":0.02089991168440353,"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."}}