{"id":"W4408414793","doi":"10.1038/s41598-024-81774-4","title":"Early-life gut microbiome is associated with behavioral disorders in the Rio birth cohort","year":2025,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Breastfeeding Practices and Influences","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Institute for Advanced Research","funders":"","keywords":"Microbiome; Gut microbiome; Cohort; Cohort study; Medicine; Biology; Bioinformatics; Physiology; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005621703,0.0004049361,0.0004283904,0.0006062181,0.0004952439,0.0007263218,0.000586157,0.0005141111,0.003188422],"category_scores_gemma":[0.001996834,0.0004640449,0.0009208609,0.0004756933,0.0002315826,0.0002510685,0.0008518712,0.001063665,0.0004932104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004104415,"about_ca_system_score_gemma":0.0004399816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0355628,"about_ca_topic_score_gemma":0.02512344,"domain_scores_codex":[0.9996355,0.00005768339,0.00002334826,0.000130616,0.00007126719,0.00008164732],"domain_scores_gemma":[0.999431,0.00005975892,0.0001960833,0.0000995036,0.00006966187,0.0001439939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002412669,0.00004347451,0.9946833,0.00002667418,0.0001381953,0.0002580039,0.000243655,0.00004376942,0.001488296,0.00006376842,0.0004465164,0.002323005],"study_design_scores_gemma":[0.000002381705,0.00003923424,0.9993452,0.000009220566,0.0000261417,0.0001249449,0.0001241625,0.00005838202,0.00004765088,0.0000146072,0.0002052266,0.000002857739],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995919,0.0006669308,0.0001678096,0.0001544128,0.0000262031,0.0000111706,0.00178105,0.00001579692,0.001257668],"genre_scores_gemma":[0.9973496,0.0004410163,0.0001642113,0.00003690957,0.00001347584,0.00002028226,0.0008992351,0.00001386077,0.001061414],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0355628,"threshold_uncertainty_score":0.07071161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01430380228421266,"score_gpt":0.2904082761888707,"score_spread":0.276104473904658,"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."}}