{"id":"W4390778591","doi":"10.1001/jamanetworkopen.2023.50934","title":"Obesity, Twin Pregnancy, and the Role of Assisted Reproductive Technology","year":2024,"lang":"en","type":"article","venue":"JAMA Network Open","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital; Children's & Women's Health Centre of British Columbia; University of British Columbia","funders":"Sick Kids Foundation; BC Children's Hospital","keywords":"Medicine; Body mass index; Pregnancy; Overweight; Obstetrics; Obesity; Gestation; Twin Pregnancy; Population; Birth weight; Cohort study; Demography; Live birth; Assisted reproductive technology; Gestational age; Reproductive medicine; Gynecology; Environmental health; Internal medicine; Infertility","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006484193,0.00006039215,0.0001748829,0.00006438146,0.00004865739,0.00007924574,0.0001887329,0.00004320772,0.0000595054],"category_scores_gemma":[0.0002167678,0.00003721576,0.00002808531,0.0004270546,0.0001899995,0.00008772966,0.0005765682,0.0001684354,0.00001706553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001903652,"about_ca_system_score_gemma":0.00005486996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006121997,"about_ca_topic_score_gemma":0.00001194115,"domain_scores_codex":[0.9992307,0.00007477911,0.0001334217,0.0002331689,0.0001621343,0.0001658209],"domain_scores_gemma":[0.9994238,0.0001388034,0.00003094197,0.000283904,0.00008584095,0.00003669546],"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":[0.0006654735,0.0001434516,0.04570534,0.0004123868,0.000709469,0.00006846759,0.00040691,0.00005731317,0.0003426675,0.34423,0.02600312,0.5812554],"study_design_scores_gemma":[0.003868977,0.0005134467,0.5530522,0.004043514,0.0002423724,0.00004149566,0.0008936656,0.005024838,0.001278855,0.2419508,0.1889243,0.0001655182],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4316893,0.1486043,0.0002851676,0.1202411,0.000348159,0.00801102,0.00002478914,0.0002002289,0.2905959],"genre_scores_gemma":[0.9919292,0.0007964302,0.001172166,0.0001379195,0.0001278771,0.0001556311,0.00001459974,0.000009820217,0.005656367],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5810899,"threshold_uncertainty_score":0.1517614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01489029514006276,"score_gpt":0.2993046354151073,"score_spread":0.2844143402750445,"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."}}