{"id":"W4386811429","doi":"10.1101/2023.09.14.557457","title":"The impact of gestational diabetes on functional capacity of the infant gut microbiome is modest and transient","year":2023,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Gut microbiota and health","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital; SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"University of Toronto; Government of Ontario; Compute Canada","keywords":"Gestational diabetes; Microbiome; Pregnancy; Gut microbiome; Biology; Gut flora; Gestation; Physiology; Obstetrics; Medicine; Bioinformatics; Immunology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006043403,0.0002388086,0.0003002486,0.0002413757,0.0002440026,0.0008441029,0.0002099233,0.0003425989,0.00172222],"category_scores_gemma":[0.001895242,0.0001437676,0.0003389974,0.0002901271,0.0003443358,0.0003549476,0.0008396307,0.0007647441,0.0002417575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004745337,"about_ca_system_score_gemma":0.0004213971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002235328,"about_ca_topic_score_gemma":0.002325094,"domain_scores_codex":[0.999459,0.000119811,0.00003575076,0.0001190031,0.0001392706,0.000127246],"domain_scores_gemma":[0.9988386,0.0003383515,0.0003785717,0.0001537773,0.0001079832,0.0001827539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002399225,0.0002035121,0.533564,0.0005137461,0.0002733352,0.001118092,0.0004263213,0.000466922,0.3802243,0.0007170106,0.001263937,0.07882959],"study_design_scores_gemma":[0.000009579408,0.0004876263,0.9815174,0.00007954809,0.00007690393,0.000627475,0.0003997213,0.000261363,0.01337582,0.000354256,0.002801039,0.000009353612],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900548,0.004586398,0.0006734657,0.0005720881,0.00006276711,0.0000119691,0.000792502,0.00002223326,0.003223738],"genre_scores_gemma":[0.9964998,0.00156388,0.0004885918,0.0002445389,0.00002319154,0.00001946475,0.0004145506,0.00001069473,0.0007353244],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002235328,"threshold_uncertainty_score":0.005761385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01817656625692604,"score_gpt":0.2335318703785796,"score_spread":0.2153553041216535,"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."}}