{"id":"W4393046335","doi":"10.1186/s40168-024-01773-5","title":"Cluster-specific associations between the gut microbiota and behavioral outcomes in preschool-aged children","year":2024,"lang":"en","type":"article","venue":"Microbiome","topic":"Gut microbiota and health","field":"Biochemistry, Genetics and Molecular Biology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Hotchkiss Brain Institute; Alberta Children's Hospital; University of Calgary","funders":"International Microbiome Centre, University of Calgary; Canterbury Medical Research Foundation; Banting Research Foundation","keywords":"Biology; Gut flora; Cluster (spacecraft); Microbial ecology; Medical microbiology; Ecology; Immunology; Genetics; 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":[0.000422664,0.0004870493,0.0004384017,0.001104328,0.0004888459,0.0006628544,0.0003033167,0.0003858658,0.001840942],"category_scores_gemma":[0.001233773,0.0002753135,0.000584527,0.001003886,0.00029966,0.0003237987,0.0007283242,0.0004595431,0.0002083494],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008468102,"about_ca_system_score_gemma":0.0006847982,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03149709,"about_ca_topic_score_gemma":0.03541465,"domain_scores_codex":[0.999681,0.00004032371,0.00002864505,0.0001154986,0.00005189016,0.00008277677],"domain_scores_gemma":[0.9994013,0.00008332745,0.000253398,0.00004026133,0.0001047481,0.0001169244],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00020405,0.0000267079,0.9944565,0.00004184333,0.0001005899,0.0001219745,0.0003026381,0.00007141369,0.001824421,0.00003111899,0.0001852427,0.002633465],"study_design_scores_gemma":[0.000001712972,0.00003791513,0.9993101,0.00000657553,0.00002433212,0.00008460175,0.0002532715,0.00005438691,0.0001223994,0.00001850901,0.00008389248,0.000002337469],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985696,0.0003312049,0.0001271464,0.0000291202,0.00000335509,0.000007816613,0.0007204027,0.00001042494,0.0002009779],"genre_scores_gemma":[0.9985233,0.0001930713,0.0003747032,0.00001230041,0.000002441903,0.00001476177,0.0007198188,0.000005563783,0.0001540848],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03149709,"threshold_uncertainty_score":0.06262749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01469793719521907,"score_gpt":0.2908337576607288,"score_spread":0.2761358204655098,"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."}}