{"id":"W4368376696","doi":"10.3390/life13051124","title":"The Impact of Nutrition, Physical Activity, Beneficial Microbes, and Fecal Microbiota Transplant for Improving Health","year":2023,"lang":"en","type":"review","venue":"Life","topic":"Gut microbiota and health","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lawson Health Research Institute; Western University; University of Guelph","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Akkermansia muciniphila; Gut flora; Biology; Eubacterium; Akkermansia; Microbiome; Microbiology; Biotechnology; Bioinformatics; Immunology; Food science; Lactobacillus; Fermentation; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002549912,0.0003171256,0.0009299243,0.00004938869,0.000240368,0.00003572482,0.0002133614,0.0002854598,5.385508e-7],"category_scores_gemma":[0.00003497747,0.0002117149,0.0006193141,0.00009717029,0.00009460596,0.000002063465,0.00008525227,0.0001998551,0.000002274807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004623344,"about_ca_system_score_gemma":0.001050699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002919435,"about_ca_topic_score_gemma":0.0001193252,"domain_scores_codex":[0.9986327,0.0001099448,0.0003602792,0.0004159438,0.00005383662,0.000427271],"domain_scores_gemma":[0.9990735,0.0001005811,0.0003472811,0.0002864935,0.00004845433,0.0001436727],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002757123,0.0009627607,0.00001056003,0.09477621,0.0008532885,0.000001626513,0.0001426961,0.000001149676,0.1289788,0.0001561531,0.01743483,0.7564062],"study_design_scores_gemma":[0.001224301,0.001862249,0.0002113385,0.004413627,0.0004120664,0.0000867504,0.00002421707,0.00002096962,0.0009815033,0.00002989985,0.990069,0.0006640697],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01597154,0.9794138,0.00008183475,0.0001502536,0.0001430988,0.001464048,0.002759963,0.0000125587,0.000002905427],"genre_scores_gemma":[0.003180659,0.9949402,0.00006918022,0.00002811942,0.0007533176,0.00008234935,0.0008153606,0.00006402285,0.00006674707],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9726342,"threshold_uncertainty_score":0.8633484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03931896095793007,"score_gpt":0.3769745748582035,"score_spread":0.3376556139002734,"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."}}