{"id":"W4412595659","doi":"10.1016/j.vhri.2025.101159","title":"Predicting the EQ-5D-5L Utility Scores From the Impact of Vision Impairment Questionnaire in Thai Patients","year":2025,"lang":"en","type":"article","venue":"Value in Health Regional Issues","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Chulalongkorn University","keywords":"Psychology; Clinical psychology; Optometry; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.01466378,0.0001928665,0.0007782726,0.0002661779,0.0002361564,0.00004355187,0.000431874,0.0001229236,0.0000548901],"category_scores_gemma":[0.002757296,0.0001482586,0.0001556926,0.0004460107,0.0001537424,0.0003011182,0.0001006403,0.0003148153,0.00003984615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001187406,"about_ca_system_score_gemma":0.0005496973,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.229161,"about_ca_topic_score_gemma":0.002630775,"domain_scores_codex":[0.9937633,0.001359741,0.003797689,0.0004904313,0.0001744675,0.0004143574],"domain_scores_gemma":[0.9954754,0.002064815,0.001691151,0.0006049212,0.00007474846,0.00008901331],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000484694,0.0002432151,0.9710026,0.0002183128,0.00002691083,1.715381e-7,0.007589099,0.002627967,8.852847e-8,0.007748834,0.01017232,0.0003219472],"study_design_scores_gemma":[0.0006517648,0.0001525162,0.9427168,0.001513828,0.000001633071,2.239564e-7,0.0007791614,0.02573858,4.836087e-7,0.02587146,0.002476663,0.00009682328],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8783326,0.02858291,0.00007127706,0.09108599,0.0003858203,0.001243455,0.0001800304,0.00002071208,0.00009720372],"genre_scores_gemma":[0.9927626,0.001320784,0.0001342836,0.005429687,0.0001567958,0.00009590394,0.00004151819,0.00001355913,0.00004492519],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2265302,"threshold_uncertainty_score":0.7759721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2545173978733367,"score_gpt":0.4530245200033539,"score_spread":0.1985071221300172,"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."}}