{"id":"W4406087950","doi":"10.1001/jama.2024.23410","title":"Oral Glucose-Lowering Agents vs Insulin for Gestational Diabetes","year":2025,"lang":"en","type":"letter","venue":"JAMA","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's Health Research Institute","funders":"","keywords":"Medicine; Postprandial; Metformin; Gestational diabetes; Glycemic; Insulin; Internal medicine; Endocrinology; Gestational age; Diabetes mellitus; Gestation; Birth weight; Type 2 diabetes; Pregnancy","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":[0.004394493,0.000664982,0.002370111,0.0003762713,0.0002156231,0.001124728,0.0006164928,0.002119848,0.005857697],"category_scores_gemma":[0.005304984,0.0003073443,0.001863746,0.0006027397,0.0007767077,0.0008194931,0.0005182595,0.001869237,0.0004299277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006161343,"about_ca_system_score_gemma":0.001055922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005548135,"about_ca_topic_score_gemma":0.001166206,"domain_scores_codex":[0.9971726,0.001713411,0.0003748414,0.0002698779,0.0003221476,0.0001471273],"domain_scores_gemma":[0.996676,0.001980812,0.0007874717,0.0001082686,0.00007889348,0.0003685407],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"not_applicable","study_design_scores_codex":[0.8898169,0.001785578,0.002622481,0.004115656,0.002687173,0.00005762824,0.00006000086,0.0003672294,0.001216815,0.0007429031,0.0008096478,0.09571796],"study_design_scores_gemma":[0.8310122,0.1380985,0.01054409,0.002318149,0.007178838,0.0001168841,0.0001516714,0.001184278,0.001236935,0.001368425,0.006747376,0.0000426234],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.8194377,0.1500934,0.001968142,0.007892864,0.005420947,0.004001737,0.001058115,0.00005928933,0.01006783],"genre_scores_gemma":[0.9532209,0.03119509,0.00334626,0.003849539,0.001758446,0.003625235,0.0002987112,0.0000134432,0.002692259],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.005857697,"threshold_uncertainty_score":0.02324057,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0292248452165813,"score_gpt":0.3125659604647452,"score_spread":0.2833411152481639,"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."}}