{"id":"W4412714302","doi":"10.1016/j.bbih.2025.101063","title":"Associations between the gut microbiota at one-year and neurodevelopment in children from the SEPAGES cohort","year":2025,"lang":"en","type":"article","venue":"Brain Behavior & Immunity - Health","topic":"Gut microbiota and health","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Centre hospitalier universitaire de Québec","funders":"European Research Council; Seventh Framework Programme; Samuel H. French and Katherine Weaver French Fund; Agence Nationale de Sécurité Sanitaire de l’Alimentation, de l’Environnement et du Travail; H2020 European Research Council; Centre National de la Recherche Scientifique; Institut National de la Santé et de la Recherche Médicale; Horizon 2020 Framework Programme; Norges Forskningsråd; Agence Nationale de la Recherche; Australian Prime Ministers Centre; Université Grenoble Alpes; Fondation de France; Centre Hospitalier, Université Grenoble Alpes","keywords":"Cohort; Gut flora; Medicine; Developmental psychology; Psychology; Pediatrics; Biology; Internal medicine; Immunology","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":[0.0009511056,0.0001720358,0.000251833,0.00004402072,0.0008089262,0.00004654251,0.0003787426,0.0001579785,0.00001685444],"category_scores_gemma":[0.00008730532,0.0001328332,0.00005621676,0.0001781259,0.0001253029,0.000004011103,0.0004400718,0.0003986211,0.000006838367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001666481,"about_ca_system_score_gemma":0.0004679467,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00810724,"about_ca_topic_score_gemma":0.004067162,"domain_scores_codex":[0.9982354,0.00057184,0.0003969789,0.000326216,0.0000938211,0.0003757427],"domain_scores_gemma":[0.9990311,0.000131336,0.0001491264,0.000579967,0.00004042845,0.00006802836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000008678597,0.00008399998,0.9327804,0.00000511216,0.00004555106,1.346722e-7,0.0002716978,2.834342e-7,0.05455405,0.00001604451,0.01082877,0.001405243],"study_design_scores_gemma":[0.0005001058,0.0000499507,0.9921681,0.00002758359,0.00003385994,0.000001805429,0.00007449971,1.34203e-7,0.0009115736,0.00001167526,0.006103233,0.0001174823],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9809963,0.001074693,0.000007860849,0.01585583,0.00007716116,0.00102297,0.0008830724,0.00001331075,0.0000687735],"genre_scores_gemma":[0.9894261,0.0009216399,0.0001799812,0.006119604,0.00006077288,0.00004130867,0.002578403,0.00001863916,0.000653585],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05938765,"threshold_uncertainty_score":0.9984978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01651588961278109,"score_gpt":0.2964580818563727,"score_spread":0.2799421922435916,"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."}}