{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004163972,0.0007404619,0.0007690434,0.0008915344,0.001687604,0.001561263,0.001494089,0.00106349,0.1613042],"category_scores_gemma":[0.005144505,0.000357054,0.000657848,0.0009600752,0.0006773921,0.001091046,0.002106525,0.001319326,0.04798911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00117421,"about_ca_system_score_gemma":0.003621192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002381411,"about_ca_topic_score_gemma":0.003342415,"domain_scores_codex":[0.9976531,0.0008350744,0.0001587163,0.00063438,0.000395496,0.0003233441],"domain_scores_gemma":[0.9968694,0.000578224,0.0001632657,0.0005737817,0.001041129,0.0007741929],"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":[0.01407074,0.01736199,0.03432163,0.001725762,0.0001749013,0.002431902,0.003873913,0.000499646,0.01015831,0.01717381,0.1706568,0.7275506],"study_design_scores_gemma":[0.003938191,0.03557215,0.03195276,0.0006290982,0.0001987588,0.00330457,0.00457276,0.000831607,0.003958801,0.00575359,0.9091986,0.00008916103],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3587709,0.006055897,0.03043402,0.007942532,0.006106246,0.03791057,0.01965823,0.002528801,0.5305928],"genre_scores_gemma":[0.5022607,0.003809426,0.04439542,0.01370621,0.001138664,0.02672452,0.01648756,0.0006226909,0.3908547],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1613042,"threshold_uncertainty_score":0.5396163,"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."}}