{"id":"W4281568698","doi":"10.1126/science.abo4220","title":"Modulating brain function with microbiota","year":2022,"lang":"en","type":"article","venue":"Science","topic":"Gut microbiota and health","field":"Biochemistry, Genetics and Molecular Biology","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Canadian Institutes of Health Research","keywords":"Brain function; Function (biology); Biology; Neuroscience; Computational biology; Human microbiome; Gut–brain axis; Microbiome; Bioinformatics; Evolutionary biology","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":[0.0002896271,0.000439697,0.0004068294,0.0003738778,0.0001890727,0.0007709949,0.0002031585,0.0005560542,0.001867905],"category_scores_gemma":[0.000399853,0.0001194906,0.0002876576,0.0002623493,0.0003751762,0.0004238318,0.0005758201,0.0009658055,0.0004079195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000423667,"about_ca_system_score_gemma":0.0005514196,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006000043,"about_ca_topic_score_gemma":0.001220017,"domain_scores_codex":[0.9998633,0.00004155594,0.00000687166,0.00002221128,0.00002554217,0.00004051043],"domain_scores_gemma":[0.9999013,0.000009897548,0.0000314377,0.00000977819,0.0000184492,0.00002907348],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001889679,0.0003187189,0.003472093,0.0008506931,0.0001478451,0.0002464521,0.00007351665,0.0002848267,0.892427,0.002153271,0.001824638,0.09631117],"study_design_scores_gemma":[0.0005139759,0.006672069,0.09790143,0.00119117,0.0006544808,0.00166017,0.0008602068,0.00300458,0.7812829,0.01818928,0.08797191,0.00009779305],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8536836,0.1114093,0.01423801,0.006565774,0.001080614,0.0001757208,0.001360043,0.0004482765,0.01103865],"genre_scores_gemma":[0.935743,0.05178421,0.007592032,0.001198222,0.0002230954,0.0001214459,0.0004351416,0.00004891091,0.002853868],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001867905,"threshold_uncertainty_score":0.006248832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005074203499983814,"score_gpt":0.2289443024840234,"score_spread":0.2238700989840396,"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."}}