{"id":"W2104317510","doi":"10.3168/jds.2014-7965","title":"Prediction of bulk tank somatic cell count violations based on monthly individual cow somatic cell count data","year":2015,"lang":"en","type":"article","venue":"Journal of Dairy Science","topic":"Milk Quality and Mastitis in Dairy Cows","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Somatic cell; Somatic cell count; Count data; Bulk tank; Biology; Animal science; Statistics; Mathematics; Genetics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001388819,0.0005481089,0.0003970995,0.0007681037,0.0002497699,0.0007120818,0.0007136549,0.0003341651,0.001157784],"category_scores_gemma":[0.003214734,0.0002398419,0.0004658356,0.0006286342,0.000199099,0.0002688878,0.000355623,0.0005279077,0.0003508953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002079641,"about_ca_system_score_gemma":0.00261854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4848884,"about_ca_topic_score_gemma":0.3842138,"domain_scores_codex":[0.9996707,0.00007454243,0.00001625753,0.00007522277,0.00007238748,0.00009096827],"domain_scores_gemma":[0.9984248,0.0007115647,0.0002461392,0.00008229367,0.0003751375,0.0001601579],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002496729,0.00008912173,0.8921572,0.00001871991,0.00008161806,0.00009326375,0.00005400225,0.09061905,0.000635138,0.00009666271,0.001194459,0.01471104],"study_design_scores_gemma":[0.00001938554,0.00008575722,0.3211216,0.00001147957,0.00003017153,0.00003517868,0.00007978349,0.6777263,0.0003320799,0.0001445412,0.0004013532,0.00001234784],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935035,0.00007814587,0.003627803,0.00009500837,0.000006212179,0.00002886416,0.00200607,0.0001310299,0.000523489],"genre_scores_gemma":[0.9956619,0.00003918997,0.001593484,0.00001655319,0.000003331239,0.00001266199,0.002210088,0.000007284399,0.0004554267],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4848884,"threshold_uncertainty_score":0.9641321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09327886431831438,"score_gpt":0.2646495412338752,"score_spread":0.1713706769155608,"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."}}