{"id":"W4387439668","doi":"10.1080/19490976.2023.2259316","title":"Parity modulates impact of BMI and gestational weight gain on gut microbiota in human pregnancy","year":2023,"lang":"en","type":"article","venue":"Gut Microbes","topic":"Gut microbiota and health","field":"Biochemistry, Genetics and Molecular Biology","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Population Health Research Institute","funders":"Canadian Institutes of Health Research; Canada Research Chairs; Deutsche Forschungsgemeinschaft; Molly Towell Perinatal Research Foundation","keywords":"Pregnancy; Microbiome; Gut microbiome; Gut flora; Biology; Fetus; Psychological intervention; Gestation; Physiology; Parity (physics); Obstetrics; Immunology; Bioinformatics; Medicine; Genetics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001482234,0.0001788549,0.0002074803,0.0001461067,0.00007832918,0.00001812681,0.0001399436,0.0001689831,0.00003393075],"category_scores_gemma":[0.00002252072,0.0001638047,0.00009122664,0.0001586162,0.0001026929,0.000004675605,0.0001088066,0.0001125956,0.00001633912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002929821,"about_ca_system_score_gemma":0.00009392393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002208991,"about_ca_topic_score_gemma":0.0001976907,"domain_scores_codex":[0.9989212,0.00006246358,0.0002777028,0.00035745,0.00005726238,0.0003239537],"domain_scores_gemma":[0.999536,0.00001883222,0.00008924033,0.0002441442,0.00004867542,0.00006311984],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00003316276,0.000105659,0.03930887,0.00008489278,0.0000314631,0.000004376256,0.0001220826,0.00007387778,0.954836,0.00008816997,0.005001078,0.0003103247],"study_design_scores_gemma":[0.001012955,0.0003673779,0.7417125,0.0002169725,0.000009102969,0.00001550717,0.00003556269,0.00003163205,0.2552052,0.000296108,0.0008593595,0.0002377376],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983248,0.0008821569,0.000008094475,0.0001331448,0.00004645744,0.0002134393,0.0001983075,0.00001451059,0.0001791121],"genre_scores_gemma":[0.9979216,0.0006108751,0.0001892838,0.00006462904,0.00004730966,0.000007872485,0.0005951158,0.00002187193,0.000541392],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7024037,"threshold_uncertainty_score":0.6679762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01375780932310075,"score_gpt":0.3039638094954154,"score_spread":0.2902060001723147,"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."}}