{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005711038,0.0001217126,0.0002028893,0.00007129705,0.0001492137,0.0002637448,0.0003115305,0.00006785554,0.0002403856],"category_scores_gemma":[0.0002225781,0.0001149259,0.0000438549,0.0004855667,0.00005543276,0.0003096597,0.000188338,0.000193352,0.0001643653],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009531269,"about_ca_system_score_gemma":0.000173713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005408507,"about_ca_topic_score_gemma":0.000009917909,"domain_scores_codex":[0.9985991,0.0001080443,0.0002527282,0.0003170145,0.0003322033,0.0003909608],"domain_scores_gemma":[0.999007,0.0002286751,0.00007818133,0.0002921787,0.00025611,0.000137824],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0004638976,0.0002083302,0.2314645,0.0001434875,0.0001737826,0.000005849105,0.00004320092,0.0002339052,0.001453838,0.01783995,0.7154176,0.03255159],"study_design_scores_gemma":[0.001171488,0.0001386618,0.8247918,0.0002693474,0.00003063572,2.136252e-7,0.00001923834,0.002736454,0.0004803071,0.002966354,0.1672963,0.00009919762],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8869637,0.001941991,0.0006431986,0.04782531,0.0002716431,0.001811719,0.00004805476,0.00006430475,0.06043008],"genre_scores_gemma":[0.9592115,0.0004342641,0.002601038,0.005430964,0.0001873379,0.0003579117,0.0009800427,0.00001809385,0.03077882],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5933273,"threshold_uncertainty_score":0.4686542,"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."}}