{"id":"W4324334386","doi":"10.1016/j.diabres.2023.110540","title":"IDF2022-0596 Gestational Diabetes Mellitus – One size does not fit all","year":2023,"lang":"en","type":"article","venue":"Diabetes Research and Clinical Practice","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University of Calgary; University of Alberta","funders":"","keywords":"Medicine; Gestational diabetes; Diabetes mellitus; Internal medicine; Obstetrics; Gestation; Endocrinology; 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":[0.006727828,0.000671116,0.00170767,0.001466218,0.00111936,0.002557127,0.001411335,0.00497338,0.109578],"category_scores_gemma":[0.02666534,0.0003637948,0.001037211,0.001485132,0.0006553562,0.001265264,0.002413772,0.003418947,0.06549583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001619623,"about_ca_system_score_gemma":0.007793553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006103116,"about_ca_topic_score_gemma":0.01048265,"domain_scores_codex":[0.9951646,0.001246314,0.0005105425,0.000343971,0.001754629,0.0009798695],"domain_scores_gemma":[0.9794899,0.005111154,0.001748696,0.001694893,0.005534645,0.00642083],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008002401,0.0001642864,0.003408689,0.0003435074,0.00003752122,0.0002903319,0.00002105926,0.00005254846,0.000321953,0.002017892,0.8597988,0.1327432],"study_design_scores_gemma":[0.0005407237,0.0003193137,0.009646924,0.002031947,0.00007503057,0.0006374127,0.0001054975,0.0001421896,0.0002888043,0.001658536,0.9845256,0.00002807348],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.01230371,0.02106834,0.003180479,0.2621218,0.1030205,0.0008392162,0.03380278,0.001940964,0.5617222],"genre_scores_gemma":[0.09993978,0.02908534,0.01129877,0.1903645,0.05531647,0.001649156,0.08215144,0.002399718,0.5277948],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.109578,"threshold_uncertainty_score":0.3665748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1844341413620686,"score_gpt":0.4925671355092444,"score_spread":0.3081329941471758,"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."}}