{"id":"W2573883378","doi":"10.3389/fmicb.2016.02143","title":"Linking Peripartal Dynamics of Ruminal Microbiota to Dietary Changes and Production Parameters","year":2017,"lang":"en","type":"article","venue":"Frontiers in Microbiology","topic":"Ruminant Nutrition and Digestive Physiology","field":"Agricultural and Biological Sciences","cited_by":69,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"National Institute of Food and Agriculture; University of Illinois at Urbana-Champaign; University of Manitoba","keywords":"Rumen; Biology; Ruminococcus; Lactation; Prevotella; Dry matter; Animal science; Gut flora; Food science; Bacteria; Fermentation; Biochemistry","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":[0.0002424785,0.0002034694,0.0003070099,0.0003092925,0.0002292224,0.0004255956,0.0001325308,0.0002287872,0.0003899974],"category_scores_gemma":[0.0003814806,0.0001331336,0.0001545174,0.0002261632,0.0001679422,0.0001393299,0.0002935035,0.0002799453,0.00009514425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002650154,"about_ca_system_score_gemma":0.0001980306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001554992,"about_ca_topic_score_gemma":0.002819113,"domain_scores_codex":[0.9998444,0.00003769465,0.000008787287,0.00005030832,0.00002411896,0.00003462408],"domain_scores_gemma":[0.9997645,0.00003850239,0.00008643892,0.00002774456,0.00003021551,0.00005257155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0024005,0.000125237,0.4122716,0.00007231585,0.0001499513,0.0002430069,0.0003374321,0.0002382066,0.5671728,0.00003803026,0.00005851989,0.01689239],"study_design_scores_gemma":[0.000001301839,0.0001611434,0.9954036,0.000002479115,0.00001564654,0.00005253693,0.00009202869,0.000143867,0.003991492,0.00001157451,0.0001219466,0.000002305458],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992119,0.0003457284,0.0002642079,0.00000877345,0.000001738994,0.000003593522,0.0000749981,0.000002533749,0.00008632493],"genre_scores_gemma":[0.9990541,0.0001857173,0.0003010757,0.00001497114,0.000002984917,0.000009729506,0.0002281516,0.000001937067,0.000201302],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001554992,"threshold_uncertainty_score":0.003091812,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01970650315684559,"score_gpt":0.230443676832572,"score_spread":0.2107371736757264,"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."}}