{"id":"W4323048354","doi":"10.3389/fmicb.2022.1020250","title":"Fluorescence activated cell sorting and fermentation analysis to study rumen microbiome responses to administered live microbials and yeast cell wall derived prebiotics","year":2023,"lang":"en","type":"review","venue":"Frontiers in Microbiology","topic":"Ruminant Nutrition and Digestive Physiology","field":"Agricultural and Biological Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; Agriculture and Agri-Food Canada","funders":"Beef Cattle Research Council; European Commission","keywords":"Rumen; Prebiotic; Biology; Fermentation; Microbiome; Bacteroides; Yeast; Bacteroides thetaiotaomicron; Food science; Ruminant; Microbiology; Biochemistry; Bacteria; Ecology","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":[0.0004303997,0.0006920284,0.0005122623,0.0005969466,0.0003702925,0.0004619434,0.0002838842,0.0006418496,0.0011572],"category_scores_gemma":[0.0002873358,0.0001736935,0.0003786689,0.0006067646,0.0002368472,0.0002709487,0.0003821134,0.0007227496,0.0007537478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002355999,"about_ca_system_score_gemma":0.0003958226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008620709,"about_ca_topic_score_gemma":0.001337844,"domain_scores_codex":[0.9995097,0.00005673264,0.00005525456,0.0001261327,0.000165828,0.00008629904],"domain_scores_gemma":[0.9998373,0.00003284246,0.00004056501,0.00002019845,0.00004748485,0.00002171785],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005854955,0.00003384828,0.0002456263,0.00003171417,0.000003126604,0.00001376145,0.00001903557,0.00006497782,0.9974292,0.00004317436,0.00003664741,0.002020461],"study_design_scores_gemma":[0.00001320562,0.0003325078,0.006564352,0.0000118889,0.00001434499,0.00009073473,0.00006173166,0.003599047,0.986396,0.0001323169,0.002768391,0.00001561835],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.7887298,0.001934433,0.1942652,0.0003648514,0.0001733608,0.001186906,0.007709307,0.001038645,0.004597597],"genre_scores_gemma":[0.7094646,0.002858044,0.2675371,0.0005467947,0.00006900566,0.003122905,0.009022487,0.0001979537,0.007181147],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.0011572,"threshold_uncertainty_score":0.003871202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04331276726275774,"score_gpt":0.2979693101613718,"score_spread":0.2546565428986141,"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."}}