{"id":"W4200189370","doi":"10.1097/ede.0000000000001454","title":"Gestational Diabetes in Twin Versus Singleton Pregnancies With Normal Weight or Overweight Pre-Pregnancy Body Mass Index","year":2021,"lang":"en","type":"article","venue":"Epidemiology","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; McGill University","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development; National Institute of Nursing Research","keywords":"Overweight; Medicine; Pregnancy; Gestational diabetes; Obstetrics; Body mass index; Odds ratio; Twin Pregnancy; Weight gain; Gestational age; Gestation; Gynecology; Internal medicine; Body weight","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":[],"consensus_categories":[],"category_scores_codex":[0.0005107423,0.0002224937,0.0005591731,0.000216704,0.00006990007,0.000011736,0.0001242459,0.0001371348,0.0008859387],"category_scores_gemma":[0.003464865,0.0001626991,0.0000769686,0.0004026796,0.0001952253,0.0001733485,0.00009915091,0.0003538411,0.00004672954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001780777,"about_ca_system_score_gemma":0.0004803737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004580462,"about_ca_topic_score_gemma":0.0002486983,"domain_scores_codex":[0.9974051,0.0004447406,0.0004932028,0.0005147672,0.0003333461,0.0008088759],"domain_scores_gemma":[0.9965141,0.002594452,0.0001311266,0.0003238476,0.000216483,0.0002200061],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001376575,0.0003390251,0.9788916,0.0004563554,0.0002608472,0.0006945244,0.00009507859,0.0006669428,0.0008816565,0.008628369,0.003596442,0.004112578],"study_design_scores_gemma":[0.004584791,0.001242085,0.9729666,0.0007603932,0.00005012394,0.00001527917,0.00008754486,0.003526684,0.0008199601,0.002208458,0.01351419,0.0002238881],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9704872,0.00380559,0.002013705,0.01177379,0.0004127741,0.0009009268,0.00004977631,0.00008747278,0.0104687],"genre_scores_gemma":[0.9767691,0.0006781922,0.01089319,0.0016915,0.0002038268,0.0003338877,0.0006380188,0.00003927858,0.008752931],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01008229,"threshold_uncertainty_score":0.9700407,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03994402827059344,"score_gpt":0.3266743482124544,"score_spread":0.286730319941861,"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."}}