{"id":"W3034389451","doi":"10.2337/db20-1224-p","title":"1224-P: Validation of a New Diabetes Staging System (DSS) for Type 2 Diabetes (T2D) Using Data from Three Cardiovascular Outcomes Trials (CVOTs)","year":2020,"lang":"en","type":"article","venue":"Diabetes","topic":"Diabetes Treatment and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Linagliptin; Medicine; Stage (stratigraphy); Placebo; Type 2 diabetes; Internal medicine; Diabetes mellitus; Kidney disease; Incidence (geometry); Intensive care medicine; Oncology; Pathology; Endocrinology; Alternative medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01913036,0.0009475577,0.001434623,0.001065811,0.0004486991,0.002260261,0.0009126089,0.0007623422,0.005278589],"category_scores_gemma":[0.02317428,0.0003627258,0.003861299,0.002351136,0.0005761308,0.0008802959,0.001437104,0.001577774,0.00121253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006432245,"about_ca_system_score_gemma":0.001608052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002847213,"about_ca_topic_score_gemma":0.005318415,"domain_scores_codex":[0.9891995,0.006927859,0.001361237,0.0008421785,0.001427735,0.0002414596],"domain_scores_gemma":[0.9849555,0.006356169,0.004169533,0.001263209,0.002655657,0.000599829],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.208459,0.002023178,0.3795498,0.02111187,0.06715777,0.0002600546,0.000732658,0.006826686,0.00792795,0.0034768,0.1152716,0.1872026],"study_design_scores_gemma":[0.1479985,0.01936086,0.6682816,0.003502337,0.04314013,0.0007714561,0.0004363177,0.008767027,0.004579704,0.003337056,0.09947257,0.0003525149],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6587611,0.02868391,0.02381498,0.004309911,0.001296476,0.0183622,0.2278278,0.0007200077,0.03622348],"genre_scores_gemma":[0.8133733,0.003242133,0.02068472,0.002035185,0.0004553036,0.01630754,0.139732,0.0002206003,0.003949284],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01913036,"threshold_uncertainty_score":0.1011723,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2278435109804847,"score_gpt":0.3426758578486506,"score_spread":0.1148323468681658,"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."}}