{"id":"W4390397640","doi":"10.5713/ab.23.0387","title":"— Invited Review — Translational gut microbiome research for strategies to improve beef cattle production sustainability and meat quality","year":2023,"lang":"en","type":"article","venue":"Animal Bioscience","topic":"Ruminant Nutrition and Digestive Physiology","field":"Agricultural and Biological Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Beef Cattle Research Council; Meiji University","keywords":"Sustainability; Microbiome; Beef cattle; Biotechnology; Production (economics); Livestock; Quality (philosophy); Business; Gut microbiome; Metabolome; Metagenomics; Biology; Red meat; Food science; Metabolomics; Animal science; 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":[0.001680963,0.0007647583,0.0008824848,0.001716542,0.0003395851,0.002195332,0.0009663703,0.002500752,0.01226904],"category_scores_gemma":[0.003534887,0.0002058898,0.0008329739,0.001319771,0.0005303856,0.002061957,0.001149048,0.002525817,0.004645428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009369909,"about_ca_system_score_gemma":0.002310688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000758725,"about_ca_topic_score_gemma":0.0010764,"domain_scores_codex":[0.9994585,0.0001440405,0.00007121966,0.0001128908,0.0001505408,0.0000627487],"domain_scores_gemma":[0.9972715,0.0009021283,0.0003167198,0.00006893773,0.001028216,0.0004124522],"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":[0.0003322756,0.00006851097,0.0004340996,0.02264926,0.0002232906,0.0002988791,0.00009637237,0.0002136435,0.003210312,0.002792953,0.4270302,0.5426502],"study_design_scores_gemma":[0.00003173245,0.00009754447,0.001058122,0.006311525,0.000198168,0.0005754301,0.0001269592,0.00008548272,0.0005845593,0.001735036,0.989167,0.00002845911],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003779545,0.9392596,0.0006595429,0.01721286,0.03986152,0.00004258867,0.0001594668,0.00005968099,0.002366826],"genre_scores_gemma":[0.002750425,0.9443621,0.0006717525,0.01132638,0.03673581,0.00003767059,0.0003113788,0.00002143538,0.003783029],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01226904,"threshold_uncertainty_score":0.04104406,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1189194283644622,"score_gpt":0.4009515964592414,"score_spread":0.2820321680947792,"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."}}