{"id":"W2163182875","doi":"10.2147/btt.s19099","title":"Gut microbiota: next frontier in understanding human health and development of biotherapeutics","year":2011,"lang":"en","type":"article","venue":"Biologics","topic":"Gut microbiota and health","field":"Biochemistry, Genetics and Molecular Biology","cited_by":254,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research; Fonds Québécois de la Recherche sur la Nature et les Technologies","keywords":"Gut flora; Dysbiosis; Human health; Disease; Biology; Microbiome; Immunology; Medicine; Computational biology; Biotechnology; Bioinformatics; Environmental health; Pathology","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":[0.0002096542,0.0001153374,0.0001751606,0.0000579746,0.00008345454,0.000005300011,0.00009600141,0.00016325,0.00001061155],"category_scores_gemma":[0.000005659932,0.00009907618,0.00002209838,0.00005243998,0.0001047752,0.000002088581,0.00007390188,0.00006625841,0.000001432475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005145054,"about_ca_system_score_gemma":0.0001655923,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000348932,"about_ca_topic_score_gemma":0.0002562983,"domain_scores_codex":[0.9991757,0.00004840631,0.0002865919,0.0002251864,0.00002554001,0.0002385804],"domain_scores_gemma":[0.9996634,0.000003269966,0.0001157612,0.0001370607,0.00001693319,0.00006354029],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00003747872,0.00008449741,0.04330519,0.00005619177,0.00002201053,4.915245e-7,0.001247729,9.310175e-8,0.9528065,0.0005378543,0.0002567669,0.001645201],"study_design_scores_gemma":[0.004276413,0.003691815,0.6536525,0.000268223,0.0000183041,0.00004227442,0.01472986,0.000007247391,0.2032693,0.001984658,0.1165968,0.001462553],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943437,0.002928917,0.002146302,0.00004986919,0.00007691214,0.0001716348,0.000009351322,0.000006909171,0.0002664088],"genre_scores_gemma":[0.9870214,0.0008203387,0.01156171,0.0004663213,0.00002046339,0.000002208762,0.00006423743,0.000009722129,0.00003356989],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7495372,"threshold_uncertainty_score":0.4040209,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2195514684969642,"score_gpt":0.317449249958028,"score_spread":0.09789778146106384,"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."}}