{"id":"W4293152495","doi":"10.1055/a-1839-5643","title":"Risk Factors for Maternal Body Mass Index and Gestational Weight Gain in Twin Pregnancies","year":2022,"lang":"en","type":"article","venue":"Geburtshilfe und Frauenheilkunde","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Lethbridge","funders":"","keywords":"Body mass index; Weight gain; Obstetrics; Gestation; Twin Pregnancy; Mass index; Medicine; Pregnancy; Body weight; Endocrinology; Biology; Genetics","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":[0.0004395604,0.0001966347,0.0002614227,0.0004056958,0.0002747406,0.00005931758,0.0001417627,0.00005206406,0.0004634878],"category_scores_gemma":[0.0002184808,0.0001861906,0.00007944904,0.0002509254,0.00009855622,0.0001363513,0.0001497914,0.0003428923,0.000007371888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002492343,"about_ca_system_score_gemma":0.0001502183,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00030081,"about_ca_topic_score_gemma":0.00005179871,"domain_scores_codex":[0.9979714,0.0001092767,0.0003156692,0.0004004622,0.000680099,0.0005230483],"domain_scores_gemma":[0.9990392,0.0003713875,0.0001061329,0.000195366,0.00008513728,0.0002027709],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004495176,0.0002578831,0.9810935,0.0002706171,0.0002425235,0.00006090539,0.0005121472,0.002213894,0.0007196392,0.008138697,0.003508822,0.002531894],"study_design_scores_gemma":[0.002796349,0.0004721173,0.939511,0.00004206983,0.00006730291,0.000005474748,0.0007533046,0.007133343,0.0003161876,0.01660673,0.03208218,0.0002139602],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905128,0.0009558345,0.004348944,0.001152215,0.000165302,0.001246573,0.000410474,0.00005130214,0.001156577],"genre_scores_gemma":[0.9933516,0.0002271377,0.00184243,0.0003429362,0.0000749838,0.0004877553,0.0003903442,0.00003472351,0.00324808],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04158248,"threshold_uncertainty_score":0.7592634,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01584917802223735,"score_gpt":0.2805570607425524,"score_spread":0.264707882720315,"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."}}