{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01002048,0.0002606224,0.0005662122,0.0003952947,0.0003651671,0.0002970224,0.0003278855,0.0002078247,0.0007886367],"category_scores_gemma":[0.06684338,0.000199372,0.0001860007,0.001061928,0.0008167168,0.000642189,0.0006053459,0.001538845,0.001348318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009566218,"about_ca_system_score_gemma":0.0003086188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003875319,"about_ca_topic_score_gemma":0.00001308558,"domain_scores_codex":[0.9927805,0.001064761,0.0008512804,0.0009129597,0.002751932,0.001638585],"domain_scores_gemma":[0.9553894,0.04124585,0.0001516372,0.0005769154,0.001465381,0.001170751],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003434208,0.01093231,0.3148881,0.004029169,0.007098438,0.0008692229,0.0005316164,0.0000316611,0.01463642,0.02442527,0.2382447,0.3808788],"study_design_scores_gemma":[0.002889826,0.003005098,0.5929696,0.000181107,0.0002037449,0.000001291599,0.0007214283,0.002392484,0.001185339,0.01010523,0.3859993,0.000345563],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9117942,0.0009201067,0.000005878836,0.07688983,0.0002329985,0.001234222,0.0001535887,0.0001989363,0.008570267],"genre_scores_gemma":[0.9523635,0.015866,0.003999135,0.008551563,0.0008445868,0.0004151735,0.000518041,0.0000862919,0.01735572],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3805333,"threshold_uncertainty_score":0.9994292,"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."}}