{"id":"W4396651749","doi":"10.1093/jas/skae102.226","title":"5 Rumen microbiome and metabolome in dairy cattle performance","year":2024,"lang":"en","type":"article","venue":"Journal of Animal Science","topic":"Ruminant Nutrition and Digestive Physiology","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Metabolome; Microbiome; Rumen; Dairy cattle; Dairy industry; Biology; Food science; Animal science; Metabolomics; Bioinformatics; Fermentation","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":[0.0003625287,0.0002499521,0.000337939,0.0006272843,0.000288205,0.0007055488,0.0001073337,0.0003642371,0.001386539],"category_scores_gemma":[0.0003443292,0.0001175704,0.000244326,0.0006012067,0.0001253504,0.0001983676,0.0003740423,0.0003067846,0.0001974079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002814799,"about_ca_system_score_gemma":0.0001758356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002188357,"about_ca_topic_score_gemma":0.003010495,"domain_scores_codex":[0.9998179,0.00003962205,0.000008897104,0.00005350812,0.00003958481,0.00004053846],"domain_scores_gemma":[0.9998283,0.00003074465,0.00006692859,0.000008497605,0.00003098747,0.00003445767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002669669,0.0001194814,0.5440528,0.0003122405,0.0004286188,0.0002246484,0.0002968028,0.000592104,0.4187119,0.0001365452,0.000653729,0.03180142],"study_design_scores_gemma":[0.000005876394,0.0002211302,0.9886475,0.00002081075,0.0001091357,0.0002237379,0.0002439758,0.0009085711,0.008242571,0.0001176767,0.001247469,0.00001140646],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951748,0.001841834,0.0006576583,0.00008632748,0.0000110636,0.000007203152,0.001686364,0.00001558107,0.0005193038],"genre_scores_gemma":[0.9956717,0.00059304,0.0009364228,0.0001109453,0.00001517858,0.00001618389,0.001728593,0.000008193956,0.0009195833],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002188357,"threshold_uncertainty_score":0.004638493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01846947624696602,"score_gpt":0.2480527804903293,"score_spread":0.2295833042433633,"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."}}