{"id":"W4400297275","doi":"10.1093/humrep/deae108.1072","title":"P-752 Association between obesity in women with multiple gestations and adverse obstetric outcomes: a study of an American population database with over 136,000 unique deliveries","year":2024,"lang":"en","type":"article","venue":"Human Reproduction","topic":"Birth, Development, and Health","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Gestation; Obstetrics; Population; Pregnancy; Obesity; Database; Environmental health; Internal medicine; Computer science; Biology","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":[0.0005220731,0.0001284952,0.0003051806,0.0004010383,0.000125688,0.00001767803,0.00002732293,0.00003743673,0.000009362056],"category_scores_gemma":[0.0001389997,0.0001038835,0.000009559629,0.0006899536,0.00004304665,0.0003366072,0.00001638097,0.0001950625,8.107995e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005684498,"about_ca_system_score_gemma":0.00008902798,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007122287,"about_ca_topic_score_gemma":0.006508896,"domain_scores_codex":[0.998607,0.000114967,0.0003080069,0.0004943499,0.0003055641,0.0001701189],"domain_scores_gemma":[0.9992194,0.00006425088,0.0002016551,0.0003198201,0.0001166036,0.00007829333],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001738571,0.0004082998,0.9804761,0.0002039187,0.00009704319,0.00001087212,0.01610561,0.00003543841,0.0001237463,0.0001119283,0.000006103115,0.00224712],"study_design_scores_gemma":[0.001340482,0.001381847,0.9883866,0.0001015758,0.00009870355,0.000004366066,0.008352784,0.00005255332,0.00004593911,0.00009286024,0.00002780816,0.0001144522],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987744,0.00002148907,0.00004140308,0.00009212948,0.00004337008,0.0008874116,0.00002245544,0.00008858731,0.00002874874],"genre_scores_gemma":[0.9985916,0.0001789963,0.0008043047,0.00002457974,0.00006375285,0.00005951816,0.000201963,0.00001869206,0.00005661978],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007910561,"threshold_uncertainty_score":0.9994894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02824153622759771,"score_gpt":0.3164979362686316,"score_spread":0.2882564000410339,"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."}}