{"id":"W2031755183","doi":"10.1016/j.jmb.2014.06.022","title":"The Devil Lies in the Details: How Variations in Polysaccharide Fine-Structure Impact the Physiology and Evolution of Gut Microbes","year":2014,"lang":"en","type":"review","venue":"Journal of Molecular Biology","topic":"Gut microbiota and health","field":"Biochemistry, Genetics and Molecular Biology","cited_by":235,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canada's Michael Smith Genome Sciences Centre; University of British Columbia","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; National Institute of General Medical Sciences","keywords":"Biology; Gut flora; Gut microflora; Microorganism; Comparative physiology; Digestion (alchemy); Microbial ecology; Evolutionary biology; Genome; Dietary fiber; Ecology; Physiology; Computational biology; Gene; Genetics; Bacteria; Biochemistry; Food science; Chemistry","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":[0.001223598,0.0008575476,0.001475198,0.001266587,0.00036023,0.001921671,0.001290341,0.002151689,0.003898472],"category_scores_gemma":[0.002106977,0.0002923465,0.0004074824,0.001962246,0.001345469,0.002997247,0.001244934,0.003290031,0.001861415],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009298128,"about_ca_system_score_gemma":0.001806482,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001154625,"about_ca_topic_score_gemma":0.00208922,"domain_scores_codex":[0.999764,0.00003970018,0.00002556557,0.00004985567,0.00009190225,0.00002889068],"domain_scores_gemma":[0.9987563,0.0006630222,0.00008948899,0.00004631051,0.0003160168,0.0001289158],"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":[0.00009223341,0.00003340626,0.0002794757,0.007545996,0.0001006776,0.0001472458,0.00007649599,0.0004305475,0.002403951,0.01143494,0.06370405,0.9137509],"study_design_scores_gemma":[0.00001087267,0.00004723694,0.0006842643,0.001802428,0.00006951244,0.0005608423,0.0000941266,0.0001079069,0.0004644975,0.006967925,0.9891629,0.00002741851],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00008906283,0.9966645,0.0002869135,0.001567194,0.0008437138,0.000001844652,0.00001683639,0.000008091868,0.0005217841],"genre_scores_gemma":[0.0007699929,0.9964774,0.0002824668,0.0008026561,0.0009985954,0.000003097835,0.00002047096,0.00000264642,0.0006426404],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003898472,"threshold_uncertainty_score":0.01304168,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01013419360818115,"score_gpt":0.3153907712850705,"score_spread":0.3052565776768894,"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."}}