{"id":"W4381955186","doi":"10.1016/b978-0-323-98338-9.00004-9","title":"What is microbial dysbiosis and how does it impact human health?","year":2023,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Gut microbiota and health","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Dysbiosis; Microbiome; Human Microbiome Project; Human microbiome; Human health; Disease; Biology; Metagenomics; Ecology; Computational biology; Engineering ethics; Medicine; Bioinformatics; Engineering; Environmental health; Genetics; Pathology","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":[0.0004702962,0.0003617481,0.000585495,0.0005403002,0.0003052747,0.002402299,0.0003417934,0.001207173,0.009985927],"category_scores_gemma":[0.0006732714,0.000147545,0.0002089927,0.0008294912,0.001231667,0.001674121,0.0006374631,0.001394695,0.003162701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005980933,"about_ca_system_score_gemma":0.0009284157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002554011,"about_ca_topic_score_gemma":0.004289436,"domain_scores_codex":[0.999866,0.00003062054,0.000005315342,0.00002304022,0.00005866047,0.00001635862],"domain_scores_gemma":[0.9998478,0.00008297538,0.00001163996,0.000008466483,0.00002624347,0.0000228537],"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":[0.00006150179,0.00004891001,0.0009648263,0.001073009,0.00003180308,0.0002120526,0.0004911959,0.0002488866,0.003077251,0.09224683,0.1355449,0.7659988],"study_design_scores_gemma":[0.000005707728,0.00004424588,0.002020771,0.001070057,0.00001929968,0.0004525837,0.0005125883,0.0001020859,0.0006139713,0.06245365,0.9326902,0.00001489908],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002382537,0.8257374,0.002216613,0.03224365,0.007246668,0.00001277052,0.0001759749,0.00006794668,0.1299165],"genre_scores_gemma":[0.02153655,0.8277847,0.003200177,0.01362832,0.005698734,0.00004211382,0.0001352459,0.0000663366,0.1279079],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.009985927,"threshold_uncertainty_score":0.03340626,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01754509981831199,"score_gpt":0.2917797168859296,"score_spread":0.2742346170676176,"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."}}