{"id":"W4327615869","doi":"10.7759/cureus.36210","title":"Critical Hierarchical Appraisal and repOrting tool for composite measureS (CHAOS)","year":2023,"lang":"en","type":"article","venue":"Cureus","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Interpretability; Medicine; Composite index; Critical appraisal; Weighting; Medical diagnosis; Variable (mathematics); Data mining; Management science; Alternative medicine; Machine learning; Computer science; Composite indicator; Econometrics; Pathology","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":[0.6076198,0.005371612,0.007311516,0.03110841,0.007677629,0.01475645,0.009260861,0.006086143,0.01784763],"category_scores_gemma":[0.843629,0.003660238,0.01125034,0.02014161,0.009729702,0.01147404,0.01635841,0.01257204,0.005020719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01864714,"about_ca_system_score_gemma":0.08421263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003183823,"about_ca_topic_score_gemma":0.002878682,"domain_scores_codex":[0.2295084,0.5057549,0.2042644,0.01123729,0.04608584,0.00314914],"domain_scores_gemma":[0.07598357,0.5506946,0.08901124,0.06152302,0.217907,0.004880653],"domain_codex":"methods","domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002196823,0.0002741769,0.007617674,0.1413809,0.003313185,0.0008017022,0.03684704,0.004498418,0.002181051,0.0927098,0.2674304,0.4407488],"study_design_scores_gemma":[0.003690949,0.001441136,0.011879,0.149513,0.003625104,0.001048098,0.01516022,0.0244549,0.00862327,0.1806117,0.5982324,0.001720448],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.006302909,0.009332036,0.6189212,0.03752457,0.01005125,0.2855711,0.01369809,0.005750732,0.01284816],"genre_scores_gemma":[0.01788987,0.002168251,0.6001104,0.003216641,0.001166798,0.3719017,0.002267194,0.000464641,0.0008145047],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.3923802,"threshold_uncertainty_score":0.4838747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5250790808946317,"score_gpt":0.5138180985254929,"score_spread":0.01126098236913886,"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."}}