{"id":"W4289525246","doi":"10.20944/preprints202208.0041.v1","title":"Mammary Gland Infection and Its Association with Other Periparturient Diseases of Dairy Cows","year":2022,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Milk Quality and Mastitis in Dairy Cows","field":"Agricultural and Biological Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Mastitis; Udder; Endometritis; Innate immune system; Immunology; Metritis; Biology; Lactation; Disease; Mammary gland; Immunity; Culling; Pathogenic bacteria; Dairy cattle; Streptococcus uberis; Immune system; Medicine; Herd; Pregnancy; Bacteria; Staphylococcus aureus; Microbiology; Internal medicine; Animal science; Ice calving","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":[0.0005364922,0.000187079,0.0005190728,0.0007365932,0.0001586536,0.0007676987,0.0001961505,0.0005606154,0.001860321],"category_scores_gemma":[0.0008628039,0.0001006708,0.0003952401,0.001086446,0.0001888142,0.0002800694,0.0002863513,0.0004020668,0.0004171807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003230402,"about_ca_system_score_gemma":0.0004451592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001274467,"about_ca_topic_score_gemma":0.001174042,"domain_scores_codex":[0.9997088,0.0000658819,0.00003917037,0.00006131645,0.00008995134,0.00003477415],"domain_scores_gemma":[0.9996535,0.0001392585,0.0001324785,0.000009759186,0.00004441179,0.00002060982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000885256,0.0001035428,0.04194351,0.03231568,0.000636825,0.00506915,0.001314446,0.0003285838,0.02356561,0.002464484,0.01984907,0.8715237],"study_design_scores_gemma":[0.00004812368,0.0008117062,0.3056903,0.009458135,0.001357322,0.03359023,0.001062228,0.0002027238,0.005492444,0.002238799,0.6399805,0.00006747573],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.00940446,0.9877164,0.0002412061,0.0006714427,0.000181179,0.000005328743,0.0001743846,0.00001055434,0.001595074],"genre_scores_gemma":[0.05442987,0.9412647,0.0007623199,0.0005343796,0.0006188168,0.00001647577,0.0004936516,0.000007344118,0.001872316],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001860321,"threshold_uncertainty_score":0.006223381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07218474072393503,"score_gpt":0.2938558547635113,"score_spread":0.2216711140395763,"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."}}