{"id":"W3176994043","doi":"10.2147/dmso.s316950","title":"External Validation of the Prognostic Prediction Model for 4-Year Risk of Metabolic Syndrome in Adults: A Retrospective Cohort Study","year":2021,"lang":"en","type":"article","venue":"Diabetes Metabolic Syndrome and Obesity","topic":"Diabetes, Cardiovascular Risks, and Lipoproteins","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nipissing University","funders":"National Office for Philosophy and Social Sciences; National Natural Science Foundation of China","keywords":"Brier score; Generalizability theory; Calibration; Statistic; Statistics; Retrospective cohort study; Cohort; Medicine; Computer science; Mathematics; Internal 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":[0.001524771,0.0002611047,0.001497287,0.000200929,0.00009999693,0.00001960983,0.0001486828,0.0001373407,0.00001720457],"category_scores_gemma":[0.0008785711,0.0002057846,0.0004745989,0.0006607824,0.0001317495,0.0001845862,0.0001152138,0.0002688808,0.000001891742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003008963,"about_ca_system_score_gemma":0.000138711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007701244,"about_ca_topic_score_gemma":0.0001311124,"domain_scores_codex":[0.9974441,0.0003095504,0.0006527071,0.0005621246,0.0006834368,0.0003481141],"domain_scores_gemma":[0.9983203,0.00009062947,0.0003295486,0.0007055475,0.0004452428,0.0001086826],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004699063,0.0009885679,0.9946436,0.0002715945,0.001142257,0.000008309911,0.0005533961,0.0001517794,0.0001785063,0.0001021794,0.000002699787,0.001910179],"study_design_scores_gemma":[0.003435182,0.0003389207,0.9811829,0.0004143141,0.002914412,0.00003499284,0.0002022928,0.003480186,0.007088195,0.0007338647,0.00001135557,0.0001633854],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9891439,0.00689255,0.0003028019,0.00001347156,0.0001885637,0.003114907,0.0002766929,0.00002782403,0.00003927638],"genre_scores_gemma":[0.9981217,0.0006949201,0.0006079729,0.00001515511,0.00004938934,0.0003704777,0.00003958248,0.00003279068,0.00006803357],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01346064,"threshold_uncertainty_score":0.8391653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007258384028623928,"score_gpt":0.2181663673383658,"score_spread":0.2109079833097419,"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."}}