{"id":"W4416087915","doi":"10.1001/jamanetworkopen.2025.42668","title":"Early Postpartum Glucose Tolerance Reclassification by Gestational Diabetes Subtype","year":2025,"lang":"en","type":"article","venue":"JAMA Network Open","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University of Toronto","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; National Heart, Lung, and Blood Institute; Canadian Institutes of Health Research; National Institutes of Health; Diabetes Canada","keywords":"Prediabetes; Gestational diabetes; Postpartum period; Pregnancy; Diabetes mellitus; Cohort; Glucose tolerance test; Cohort study","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002491127,0.0002907984,0.0003087464,0.0007289227,0.0001874589,0.0005596392,0.0006882997,0.0003470893,0.00112861],"category_scores_gemma":[0.007199014,0.000178593,0.0006049377,0.0008681518,0.0001605118,0.0003170798,0.000378632,0.0005273615,0.0002154026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002700213,"about_ca_system_score_gemma":0.0003251908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008352622,"about_ca_topic_score_gemma":0.008093386,"domain_scores_codex":[0.9986386,0.0004771324,0.0001748415,0.0002744223,0.0002195384,0.0002154816],"domain_scores_gemma":[0.9963219,0.0009159868,0.001909691,0.000418392,0.0002539857,0.000180109],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001017874,0.0000111758,0.9974807,0.000004933901,0.00003213665,0.0000388285,0.00003408492,0.0000467598,0.00004445452,0.00002030927,0.0001462217,0.002038571],"study_design_scores_gemma":[0.000006478121,0.00004821613,0.9990436,0.0000127312,0.00002335417,0.0001275219,0.00006247932,0.0004615382,0.00003765555,0.00003608757,0.00013756,0.000002596623],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967296,0.0004797727,0.0004638351,0.0001231682,0.00001932499,0.00003945998,0.001133827,0.00001349624,0.0009974525],"genre_scores_gemma":[0.9984472,0.0001011946,0.0003373766,0.00003822293,0.00001054714,0.00003181025,0.0007791134,0.000005150878,0.0002493516],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008352622,"threshold_uncertainty_score":0.01660806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01714137072094031,"score_gpt":0.2990138782606881,"score_spread":0.2818725075397478,"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."}}