{"id":"W7023870733","doi":"","title":"Prevalence of Mastitis and Effectiveness of Mastitis Control in Dairy Cattle in Mathira Constituency, Nyeri County, Kenya.","year":2014,"lang":"en","type":"article","venue":"University of Nairobi Research Archive (University of Nairobi)","topic":"Milk Quality and Mastitis in Dairy Cows","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mastitis; Dairy cattle; Quarter (Canadian coin); Isolation (microbiology); Staphylococcus aureus; California mastitis test; Prevalence; Staphylococcus","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002002408,0.0001607479,0.0005863741,0.0002975893,0.00018328,0.000005575975,0.0007744612,0.0001513738,0.0003475912],"category_scores_gemma":[0.0002749599,0.0001336515,0.0001290387,0.0006335292,0.002678448,0.0002733884,0.0005145225,0.0003731653,0.000006182086],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008331948,"about_ca_system_score_gemma":0.0001045917,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0151637,"about_ca_topic_score_gemma":0.01635381,"domain_scores_codex":[0.9970308,0.001405938,0.00024502,0.0004410022,0.0004844503,0.0003927753],"domain_scores_gemma":[0.9968633,0.002305755,0.0002321118,0.0001748138,0.0002820361,0.0001419682],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005448236,0.00175368,0.5225211,0.006580431,0.0001691621,0.0002216152,0.005638383,0.0008929222,0.3878089,0.05140898,0.001389753,0.01616684],"study_design_scores_gemma":[0.002963092,0.001001059,0.9848196,0.001509971,0.00003137684,0.000009431941,0.00346658,0.0007123676,0.0007133608,0.002602312,0.001933159,0.0002376701],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993153,0.0001474786,0.001469876,0.0002168692,0.00003751308,0.0005348793,0.001064593,0.00001280075,0.003362993],"genre_scores_gemma":[0.9982635,0.0008034467,0.000684247,0.000005106398,0.000009221793,2.105037e-7,0.00003248443,0.000001651227,0.0002001009],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4622986,"threshold_uncertainty_score":0.9913944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01908898823014458,"score_gpt":0.2248244927058836,"score_spread":0.205735504475739,"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."}}