{"id":"W2162373805","doi":"10.3168/jds.2012-5375","title":"Associations of dairy cow behavior, barn hygiene, cow hygiene, and risk of elevated somatic cell count","year":2012,"lang":"en","type":"article","venue":"Journal of Dairy Science","topic":"Milk Quality and Mastitis in Dairy Cows","field":"Agricultural and Biological Sciences","cited_by":86,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Kellogg's (Canada); University of Calgary; University of Guelph","funders":"Agriculture and Agri-Food Canada; Canadian Dairy Commission; Dairy Farmers of Canada; University of Guelph","keywords":"Udder; Automatic milking; Animal science; Somatic cell count; Milking; Barn; Mastitis; Hygiene; Medicine; Veterinary medicine; Lactation; Biology; Pregnancy; Ice calving","routes":{"ca_aff":true,"ca_fund":true,"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":[0.003072582,0.0001393961,0.0003861438,0.00007393101,0.0003147303,0.00004662194,0.0006060522,0.00009281698,0.0001376132],"category_scores_gemma":[0.0008080137,0.00006333365,0.0001245956,0.0008329555,0.0005597978,0.0009003758,0.0001381937,0.0002331453,0.000004261472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005960154,"about_ca_system_score_gemma":0.0001075625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002383708,"about_ca_topic_score_gemma":0.0002202839,"domain_scores_codex":[0.9975741,0.0001802645,0.0008068294,0.0001686341,0.0008913748,0.0003788014],"domain_scores_gemma":[0.9972227,0.0004666971,0.00137996,0.0001099925,0.0005670603,0.0002536552],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002066792,0.0005007726,0.6618504,0.00002384756,0.00001678585,0.000002317374,0.0007166744,0.00002483653,0.3286624,0.0002937656,0.0004100641,0.007477494],"study_design_scores_gemma":[0.0003300124,0.0004310906,0.9766133,0.00006272539,0.00009520781,0.00002981228,0.0008000867,0.00007286624,0.02023999,0.0002768015,0.0009099704,0.0001380827],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979758,0.0006009014,0.00004057571,0.0001143188,0.0004196072,0.0001314645,0.0002031008,0.000009217644,0.0005050249],"genre_scores_gemma":[0.9982889,0.0003600486,0.001089445,0.00004193249,0.0001167577,0.000001840079,0.00000550508,0.000001122663,0.00009441768],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3147629,"threshold_uncertainty_score":0.2582671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03023605398139794,"score_gpt":0.2635685800452688,"score_spread":0.2333325260638708,"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."}}