{"id":"W4385691208","doi":"10.1371/journal.pone.0288689","title":"Babies, bugs and brains: How the early microbiome associates with infant brain and behavior development","year":2023,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Gut microbiota and health","field":"Biochemistry, Genetics and Molecular Biology","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Baycrest Hospital; BC Children's Hospital; McMaster University; Canada's Michael Smith Genome Sciences Centre; University of British Columbia","funders":"Social Sciences and Humanities Research Council of Canada; Canadian Institutes of Health Research; Killam Trusts; McMaster University; Natural Sciences and Engineering Research Council of Canada; Canadian Institute for Advanced Research","keywords":"Microbiome; Biology; Bifidobacterium; Bioinformatics; Genetics; Lactobacillus; Bacteria","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":[0.0005192566,0.0003774932,0.0003472564,0.0007915953,0.0003646346,0.0009092219,0.0002134489,0.0004818348,0.001006657],"category_scores_gemma":[0.001986378,0.0002153525,0.0002797572,0.0005221763,0.000420117,0.0005885148,0.0008953401,0.0005585305,0.0001970354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002738107,"about_ca_system_score_gemma":0.0003255677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003608988,"about_ca_topic_score_gemma":0.005496832,"domain_scores_codex":[0.9995857,0.0001225744,0.00002282955,0.0001092399,0.00008037052,0.00007930359],"domain_scores_gemma":[0.9994611,0.0001054443,0.0002030746,0.0000352958,0.00008362412,0.0001114416],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006268091,0.0001133197,0.926968,0.0001446184,0.0001587632,0.0006084925,0.001923982,0.000106349,0.02583248,0.0003491695,0.0004455575,0.04272247],"study_design_scores_gemma":[0.000001003766,0.0001419184,0.997051,0.0000327891,0.00002675788,0.000404565,0.000579434,0.0001233228,0.001007763,0.00013779,0.0004858029,0.000007961241],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947051,0.003760576,0.0005383997,0.0001860794,0.0000134524,0.000007142361,0.0001645057,0.00001045424,0.0006142207],"genre_scores_gemma":[0.9959229,0.002089036,0.001052474,0.00009562726,0.00001516374,0.00001788962,0.0001697515,0.00001134497,0.000625707],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003608988,"threshold_uncertainty_score":0.007175982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02192161880088276,"score_gpt":0.2173182931046402,"score_spread":0.1953966743037575,"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."}}