{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005477086,0.00009406066,0.0002164195,0.00001726545,0.0001001928,0.0001063611,0.00006255096,0.0001152489,0.00007794073],"category_scores_gemma":[0.00009149385,0.00004629415,0.00002303532,0.0001878429,0.00001855742,0.00009575923,0.00005116018,0.0000929266,0.00001182146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003574711,"about_ca_system_score_gemma":0.00001094244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003024584,"about_ca_topic_score_gemma":0.0006858789,"domain_scores_codex":[0.9989471,0.0001769068,0.000266961,0.0002081826,0.0001874178,0.0002134157],"domain_scores_gemma":[0.9993229,0.0004388752,0.0001209921,0.00003447201,0.00002671911,0.00005602118],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000002297299,0.00004885636,0.9605669,0.0001741602,0.00003466324,0.00001271123,0.001068514,6.223943e-7,0.02278189,0.0003749319,0.001232723,0.01370168],"study_design_scores_gemma":[0.0001669789,0.00005957709,0.9940667,0.00009449428,0.00002411554,0.000003930325,0.002020936,0.0001401954,0.0007681346,0.0003974421,0.00211991,0.0001375882],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973642,0.00128376,0.000005095398,0.0005867832,0.00005591396,0.0001275023,0.00005049638,0.00002514763,0.0005011359],"genre_scores_gemma":[0.999258,0.0001609947,0.00008365403,0.000111427,0.00008667089,0.00001091028,0.00002082981,8.364558e-7,0.0002667181],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03349975,"threshold_uncertainty_score":0.1887821,"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."}}