{"id":"W4213431110","doi":"10.1111/cob.12510","title":"The Edmonton Obesity Staging System and pregnancy outcomes in women with overweight or obesity: A secondary analysis of a randomized controlled trial","year":2022,"lang":"en","type":"article","venue":"Clinical Obesity","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"PrecisionBiotics Group; University College Dublin; Science Foundation Ireland","keywords":"Medicine; Overweight; Body mass index; Pregnancy; Interquartile range; Obesity; Obstetrics; Logistic regression; Confounding; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007746245,0.0001909236,0.00316844,0.0003072492,0.0002640817,0.00003929603,0.0001975128,0.00005504105,0.000187964],"category_scores_gemma":[0.002481009,0.00009895661,0.0005175507,0.0006569796,0.0002782442,0.00007292276,0.0003101042,0.0004939719,0.000001313105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002485749,"about_ca_system_score_gemma":0.0003710569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001303303,"about_ca_topic_score_gemma":0.0001956688,"domain_scores_codex":[0.9948977,0.002034498,0.001368709,0.0004176046,0.0008781485,0.0004033878],"domain_scores_gemma":[0.991617,0.007056276,0.0005107034,0.0004306999,0.0001541323,0.0002311447],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.6970373,0.001636982,0.2932539,0.0002345493,0.005489508,0.00009053519,0.0002918768,0.00002631976,0.000001489022,0.0006634588,0.00003481988,0.001239296],"study_design_scores_gemma":[0.5389815,0.001082976,0.4554018,0.00009341393,0.001372237,3.956165e-7,0.0008216838,0.002014467,8.957452e-7,0.00009354552,0.00005761674,0.00007947064],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922154,0.0005993096,0.00007775534,0.0004213466,0.0001083721,0.005769172,0.00003729184,0.00002850299,0.000742855],"genre_scores_gemma":[0.9961898,0.0002567844,0.0001012633,0.0001735957,0.00002012434,0.000989509,0.00001819244,0.00001100687,0.002239745],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.162148,"threshold_uncertainty_score":0.4035334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01959480784729615,"score_gpt":0.3285005651441674,"score_spread":0.3089057572968713,"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."}}