{"id":"W4328049416","doi":"10.1080/13696998.2023.2193112","title":"A practical guide for clinical and key opinion leader validation of health economic models","year":2023,"lang":"en","type":"editorial","venue":"Journal of Medical Economics","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Key (lock); Opinion leadership; Expert opinion; Actuarial science; Family medicine; Management science; Intensive care medicine; Public relations; Computer science","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":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.1174757,0.0004238779,0.004537862,0.0007457114,0.0001384853,0.0001459759,0.0007950141,0.001955217,0.0001441229],"category_scores_gemma":[0.05760737,0.000508133,0.0007300128,0.00007778219,0.0003621782,0.001032049,0.0001988172,0.001469579,0.0001944273],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001184117,"about_ca_system_score_gemma":0.007511353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004500723,"about_ca_topic_score_gemma":0.00009728342,"domain_scores_codex":[0.9771267,0.0007251435,0.02030138,0.0008383268,0.0003893581,0.0006191274],"domain_scores_gemma":[0.9575849,0.01879312,0.02195563,0.0005893043,0.0003448956,0.0007321768],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008964262,0.0001176779,0.0001903165,0.001063696,0.0003650206,0.000001028032,0.0002555257,0.0004564656,8.343022e-9,0.03039503,0.9664809,0.0005846858],"study_design_scores_gemma":[0.003076819,0.0005639156,0.00005809348,0.0006449999,0.00003919646,0.00001919228,0.0004008814,0.02366809,3.739933e-7,0.02623834,0.9449009,0.0003892399],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.001642443,0.004860432,0.02468401,0.1387996,0.8271555,0.0009736654,0.00162901,0.00003066612,0.0002246846],"genre_scores_gemma":[0.0004280191,0.1076752,0.01981229,0.00472319,0.8660129,0.00008641188,0.0005299959,0.0003078437,0.000424074],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.1340764,"threshold_uncertainty_score":0.999737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6558185005833402,"score_gpt":0.5904005839349129,"score_spread":0.06541791664842733,"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."}}