{"id":"W4295758621","doi":"10.1128/msystems.00422-22","title":"Heritable and Nonheritable Rumen Bacteria Are Associated with Different Characters of Lactation Performance of Dairy Cows","year":2022,"lang":"en","type":"article","venue":"mSystems","topic":"Ruminant Nutrition and Digestive Physiology","field":"Agricultural and Biological Sciences","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"National Natural Science Foundation of China","keywords":"Rumen; Lactation; Biology; Bacteria; Animal science; Dairy cattle; Biotechnology; Food science; Genetics; Pregnancy; 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":[0.000297871,0.0002014554,0.0001769016,0.000441437,0.0001806122,0.0002837237,0.00009188737,0.0002177875,0.0006165504],"category_scores_gemma":[0.0004738896,0.0001389868,0.0001221705,0.000225888,0.0001922216,0.000142103,0.0002833431,0.0002723721,0.0000874894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001541292,"about_ca_system_score_gemma":0.0001038215,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005076416,"about_ca_topic_score_gemma":0.001224159,"domain_scores_codex":[0.9997894,0.00006343197,0.00001484602,0.00005238309,0.00003733193,0.00004256027],"domain_scores_gemma":[0.9994962,0.0001267464,0.000199348,0.00003767707,0.00002792332,0.0001120897],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009707472,0.0001138141,0.5811349,0.00004169676,0.0001521871,0.0001352891,0.0002792827,0.0002539578,0.4090487,0.0001046168,0.00002864315,0.007736321],"study_design_scores_gemma":[0.000001993037,0.0001194678,0.9963063,0.000001209609,0.00001472183,0.00007030047,0.0000616207,0.0002061913,0.00314386,0.00002687346,0.00004505378,0.000002469376],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999763,0.00005584778,0.00009015675,0.000003273325,4.238582e-7,7.243503e-7,0.00002566741,0.000001208966,0.0000597292],"genre_scores_gemma":[0.9996766,0.00002610519,0.0001019455,0.000004259759,0.000001495636,0.000001742323,0.00006490097,0.000001666125,0.0001213338],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006165504,"threshold_uncertainty_score":0.002062559,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01641196683497009,"score_gpt":0.1878916509393704,"score_spread":0.1714796841044003,"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."}}