{"id":"W4381377854","doi":"10.2337/db23-1442-p","title":"1442-P: Composite Scores Using Fasting and Stimulated C-Peptide Are Equivalent and Can Track Beta-Cell Function in New-Onset Type 1 Diabetes","year":2023,"lang":"en","type":"article","venue":"Diabetes","topic":"Pancreatic function and diabetes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; C-peptide; Diabetes mellitus; Internal medicine; BETA (programming language); Peptide; Type 1 diabetes; Beta cell; Type 2 diabetes; Insulin; Gastroenterology; Endocrinology; Islet; Chemistry; Biochemistry","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":[0.005059816,0.001109033,0.001336262,0.002525916,0.0005438944,0.002853542,0.0009979616,0.0009085377,0.02806189],"category_scores_gemma":[0.01715596,0.0003108626,0.002318273,0.004907182,0.0003957732,0.00119598,0.00208509,0.0009150992,0.006389407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004257417,"about_ca_system_score_gemma":0.0007724006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001985632,"about_ca_topic_score_gemma":0.004539705,"domain_scores_codex":[0.996213,0.001222907,0.0006421427,0.0009121715,0.0007436011,0.0002663416],"domain_scores_gemma":[0.9900276,0.003954149,0.003144043,0.001348193,0.001136916,0.0003890233],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008129977,0.0002089922,0.8026392,0.005189141,0.008821662,0.0002585121,0.0001753842,0.001594146,0.002212263,0.0009182788,0.1105565,0.05929594],"study_design_scores_gemma":[0.001558232,0.0008984619,0.8769026,0.001015221,0.003928046,0.001771755,0.0002202565,0.004132412,0.001306267,0.002810132,0.1053385,0.0001181582],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.2072534,0.005055333,0.007034331,0.0005508711,0.0002593008,0.0005286328,0.7673557,0.0009565564,0.01100591],"genre_scores_gemma":[0.3865136,0.001108388,0.0133524,0.0006433651,0.0003133133,0.002224713,0.5910174,0.0004681686,0.00435857],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02806189,"threshold_uncertainty_score":0.09387642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0405130872384674,"score_gpt":0.2690874721287939,"score_spread":0.2285743848903265,"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."}}