{"id":"W4313410932","doi":"10.3390/dairy3040061","title":"Mastitis: Impact of Dry Period, Pathogens, and Immune Responses on Etiopathogenesis of Disease and its Association with Periparturient Diseases","year":2022,"lang":"en","type":"article","venue":"Dairy","topic":"Milk Quality and Mastitis in Dairy Cows","field":"Agricultural and Biological Sciences","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Mastitis; Udder; Disease; Innate immune system; Immunology; Immune system; Biology; Immunity; Pathogenic bacteria; Medicine; Bacteria; Microbiology; Internal medicine","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":[0.0002562461,0.0001073546,0.0001936974,0.00001954075,0.0002212433,0.00001514113,0.00008370006,0.00002625303,0.0003194643],"category_scores_gemma":[0.0001849466,0.00004805089,0.00007625078,0.0001428429,0.00005562911,0.00006237624,0.0001168738,0.00006253448,5.802202e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004361325,"about_ca_system_score_gemma":0.00002935229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007488397,"about_ca_topic_score_gemma":0.00002422682,"domain_scores_codex":[0.9988999,0.0002761526,0.0001861425,0.000208569,0.0002909838,0.0001382317],"domain_scores_gemma":[0.9994081,0.000202326,0.0001719814,0.00005869656,0.00005225233,0.0001066464],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005886305,0.0007563254,0.8125264,0.0001453457,0.0001341395,0.00005596261,0.001062245,0.0002120878,0.1581225,0.001231824,0.0003041502,0.01956274],"study_design_scores_gemma":[0.0002331275,0.001281022,0.9964444,0.00003544223,0.00005360776,0.000002645523,0.0005486653,0.00004321631,0.0005601331,0.00008099568,0.0005986372,0.0001181203],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923945,0.002948188,5.515216e-7,0.0002802754,0.00004108866,0.0001648005,0.004118313,0.00001581242,0.00003646469],"genre_scores_gemma":[0.9992915,0.0002720985,0.00001001157,0.00003936927,0.00003332207,0.0000368738,0.0001385705,0.000001280953,0.0001770137],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.183918,"threshold_uncertainty_score":0.349791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01398207606612475,"score_gpt":0.2313911863523144,"score_spread":0.2174091102861896,"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."}}