{"id":"W4412653789","doi":"10.1002/oby.24357","title":"An <scp>eHealth</scp> Intervention in Pregnancy on Maternal Body Composition and Subsequent Perinatal Outcomes: A Randomized Trial","year":2025,"lang":"en","type":"article","venue":"Obesity","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development; National Institute of General Medical Sciences; Nutrition Obesity Research Center, University of North Carolina; National Institute of Nursing Research; National Institute of Diabetes and Digestive and Kidney Diseases; National Heart, Lung, and Blood Institute; National Institutes of Health; Louisiana Department of Health","keywords":"Randomized controlled trial; Medicine; eHealth; Pregnancy; Intervention (counseling); Obstetrics; Internal medicine; Nursing; Health care; 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":[0.0005614698,0.0001017875,0.0003396081,0.0002300671,0.00005434758,0.0000411086,0.00005675281,0.00004325593,0.00002344856],"category_scores_gemma":[0.0002019477,0.00008372418,0.0000894572,0.00009022959,0.00004995756,0.00009619596,0.00004112498,0.000142493,0.00001051281],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001393562,"about_ca_system_score_gemma":0.0000352291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002540544,"about_ca_topic_score_gemma":0.00004373058,"domain_scores_codex":[0.998794,0.0002662433,0.0002724227,0.0002159268,0.0002525575,0.0001988891],"domain_scores_gemma":[0.9994887,0.0001660337,0.00005540396,0.0001384844,0.00005055736,0.0001007838],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.3943211,0.006561039,0.533007,0.004092136,0.0004627048,0.0003085115,0.0005669751,0.00003293809,0.001851183,0.03455791,0.000475305,0.02376323],"study_design_scores_gemma":[0.3890649,0.0005673774,0.6075107,0.0006267179,0.00003251798,0.000001137511,0.00004001258,0.0007325875,0.0005851084,0.0007508839,0.00006345232,0.00002459412],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955148,0.0001685007,0.0005111856,0.0004164101,0.0001358825,0.001971807,0.00001176002,0.00002735068,0.001242339],"genre_scores_gemma":[0.9980281,0.0001007154,0.0001665223,0.0001752479,0.00001872238,0.0002022144,0.0001071176,0.000005298144,0.001196058],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07450372,"threshold_uncertainty_score":0.3414173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01434490745211471,"score_gpt":0.3340951788588635,"score_spread":0.3197502714067488,"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."}}