{"id":"W4200514665","doi":"10.3390/ani11123485","title":"Association between Udder and Quarter Level Indicators and Milk Somatic Cell Count in Automatic Milking Systems","year":2021,"lang":"en","type":"article","venue":"Animals","topic":"Milk Quality and Mastitis in Dairy Cows","field":"Agricultural and Biological Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Udder; Milking; Somatic cell count; Automatic milking; Animal science; Herd; Quarter (Canadian coin); Mastitis; Milk production; Lactation; Medicine; Biology; Veterinary medicine; Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009037438,0.0001592877,0.0002458219,0.0007798364,0.0001830164,0.0005504686,0.0001907708,0.0002918797,0.0006972768],"category_scores_gemma":[0.002805898,0.0001711368,0.0003110648,0.001054291,0.0001997859,0.0002591328,0.0003373108,0.0002570341,0.0001069044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002470227,"about_ca_system_score_gemma":0.0001655255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0042383,"about_ca_topic_score_gemma":0.005064403,"domain_scores_codex":[0.9994413,0.0001767499,0.0000653941,0.0001292859,0.00009826924,0.00008888365],"domain_scores_gemma":[0.9977193,0.0008925986,0.0008295801,0.000157948,0.0002137,0.0001868177],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007621832,0.000006797516,0.9988517,0.000002089971,0.00001627847,0.00001121301,0.00002337588,0.00004784997,0.0004331966,0.00000262449,0.000006220986,0.0005225426],"study_design_scores_gemma":[4.745629e-7,0.00004060767,0.9996201,6.277914e-7,0.000006217406,0.0000236375,0.00002699415,0.0001910915,0.00006872134,0.000002212305,0.00001858571,6.655799e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997153,0.00005134493,0.00007713398,0.00000252806,8.424114e-7,0.000001404675,0.0000836812,0.000001580955,0.00006621269],"genre_scores_gemma":[0.9996372,0.0000210626,0.000102152,0.000001855098,0.000001379512,0.000001864249,0.0001696552,8.933324e-7,0.00006391212],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0042383,"threshold_uncertainty_score":0.008427262,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0310782415887428,"score_gpt":0.2346648788500006,"score_spread":0.2035866372612579,"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."}}