{"id":"W3115946455","doi":"10.3390/microorganisms8122042","title":"Rumen and Hindgut Bacteria Are Potential Indicators for Mastitis of Mid-Lactating Holstein Dairy Cows","year":2020,"lang":"en","type":"article","venue":"Microorganisms","topic":"Milk Quality and Mastitis in Dairy Cows","field":"Agricultural and Biological Sciences","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Agriculture Research System of China; Zhejiang University; Ministry of Science and Technology of the People's Republic of China","keywords":"Mastitis; Rumen; Hindgut; Biology; Bacteria; Somatic cell count; Dairy cattle; Animal science; Eubacterium; Fermentation; Microbiology; Food science; Lactation; Ice calving; Ecology; Pregnancy; Genetics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001414709,0.0001456874,0.0002542163,0.0000116757,0.000168414,0.00005671516,0.0002242525,0.0001144161,0.000651256],"category_scores_gemma":[0.0001052048,0.00007389917,0.00006974951,0.0001692041,0.00009987459,0.00009926669,0.0001426378,0.00009225463,0.00001210957],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001028904,"about_ca_system_score_gemma":0.00001037578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005114195,"about_ca_topic_score_gemma":0.00006936114,"domain_scores_codex":[0.9989894,0.00005896337,0.0002912031,0.0003087387,0.0001197522,0.0002319123],"domain_scores_gemma":[0.9994801,0.000092216,0.0002047963,0.00004475225,0.00003810894,0.0001400828],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00004651663,0.00002848192,0.001517025,0.0000604027,0.00001531493,0.000004275813,0.0004340554,6.038205e-7,0.9802331,0.0001293165,0.001386556,0.0161443],"study_design_scores_gemma":[0.001104539,0.0009479193,0.09777181,0.0001025542,0.00006460235,0.0000231916,0.00299372,0.00004023536,0.8392479,0.0005655627,0.05658964,0.0005482796],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954997,0.0001386917,0.000167231,0.003099671,0.0001345705,0.0002735465,0.0005668406,0.0000485778,0.00007115382],"genre_scores_gemma":[0.9970933,0.00003093308,0.0016842,0.0006963996,0.0002558646,0.000009611778,0.000118831,0.000002750742,0.0001081077],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1409852,"threshold_uncertainty_score":0.7130796,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01967292879668262,"score_gpt":0.2122898551493644,"score_spread":0.1926169263526818,"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."}}