{"id":"W4324264275","doi":"10.21423/bovine-vol51no1p48-57","title":"Pilot study","year":2017,"lang":"en","type":"article","venue":"The Bovine Practitioner","topic":"Milk Quality and Mastitis in Dairy Cows","field":"Agricultural and Biological Sciences","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"College of Veterinary Medicine, University of Minnesota; Zoetis; University of Minnesota","keywords":"Udder; Medicine; Aseptic processing; Quarter (Canadian coin); Milking; Mastitis; Ice calving; Microbiological culture; Antibiotics; Animal science; California mastitis test; Veterinary medicine; Surgery; Lactation; Biology; Bacteria; Microbiology","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005028897,0.00006623279,0.00006906697,0.000002237696,0.001373032,0.000201462,0.0004686996,0.00001022577,0.002001593],"category_scores_gemma":[0.0003355757,0.00001814857,0.00002486636,0.00002828759,0.00007815118,0.0002934394,0.0001632514,0.0001152618,0.0003740016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006670606,"about_ca_system_score_gemma":0.000003928251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001761367,"about_ca_topic_score_gemma":0.005403618,"domain_scores_codex":[0.9993785,0.0001143418,0.0001008452,0.0001356352,0.0001530819,0.0001175682],"domain_scores_gemma":[0.9994349,0.0001760473,0.0001244178,0.0001940442,0.00003668925,0.00003386752],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002018956,0.01117285,0.08230951,0.0000200984,0.0002862163,0.0001362203,0.001339535,0.00001532295,0.194583,0.09579906,0.2815652,0.330754],"study_design_scores_gemma":[0.0002445049,0.002065246,0.7793826,0.000006904105,0.0000226235,0.00001245183,0.0005247719,0.00001027699,0.0001907578,0.004640918,0.2127555,0.0001434068],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9400901,0.0000225536,0.000007897756,0.01651652,0.0003004989,0.0002441305,0.00001717926,0.00004982612,0.04275129],"genre_scores_gemma":[0.9930475,0.0000141303,0.0000176203,0.0005048271,0.0005089253,0.00002583159,0.000009291307,4.356062e-7,0.005871431],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6970731,"threshold_uncertainty_score":0.999927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09167375082529203,"score_gpt":0.3035148153599791,"score_spread":0.2118410645346871,"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."}}