{"id":"W2612939669","doi":"10.1007/s40618-017-0680-4","title":"Risk score model of type 2 diabetes prediction for rural Chinese adults: the Rural Deqing Cohort Study","year":2017,"lang":"en","type":"article","venue":"Journal of Endocrinological Investigation","topic":"Diabetes, Cardiovascular Risks, and Lipoproteins","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"National Natural Science Foundation of China","keywords":"Medicine; Cohort; Cohort study; Type 2 diabetes; Diabetes mellitus; Internal medicine; Demography; Pediatrics; Endocrinology","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":[0.002308714,0.001480455,0.001031128,0.001322976,0.0009925195,0.001245177,0.001252813,0.0006806085,0.001827684],"category_scores_gemma":[0.002149991,0.0006061179,0.001721801,0.001333975,0.0003118496,0.0005052536,0.0008923724,0.001071767,0.0002499121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009418955,"about_ca_system_score_gemma":0.001898991,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04444066,"about_ca_topic_score_gemma":0.02743221,"domain_scores_codex":[0.9993919,0.0002125991,0.0000397421,0.0001789887,0.0000572337,0.0001194609],"domain_scores_gemma":[0.9989722,0.000178914,0.0002034118,0.000173216,0.0001887583,0.0002835828],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00089752,0.0001840617,0.9941552,0.00001433446,0.0008279444,0.0001039309,0.0001071116,0.0008671575,0.0002503595,0.0000956168,0.0004201512,0.002076587],"study_design_scores_gemma":[0.0003176667,0.0003261541,0.9578304,0.00001375084,0.001624504,0.0001955461,0.0005801033,0.03821495,0.0001181849,0.0003301013,0.0004107629,0.00003789121],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985645,0.0001170141,0.0004366802,0.0001050228,0.00001540866,0.00001840427,0.0005762429,0.0000122773,0.0001545373],"genre_scores_gemma":[0.9985206,0.00006245864,0.0003473906,0.00002223888,0.00001329223,0.00002523552,0.0006399538,0.000004527994,0.0003642758],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04444066,"threshold_uncertainty_score":0.08836395,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03457001110925461,"score_gpt":0.2838996193892031,"score_spread":0.2493296082799484,"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."}}