{"id":"W3096945884","doi":"10.3390/ani10112005","title":"Associations between Mammary Gland Echotexture and Milk Composition in Cows","year":2020,"lang":"en","type":"article","venue":"Animals","topic":"Milk Quality and Mastitis in Dairy Cows","field":"Agricultural and Biological Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Narodowe Centrum Badań i Rozwoju; Canada Foundation for Innovation","keywords":"Udder; Milking; Morning; Mammary gland; Lactose; Animal science; Echogenicity; Evening; Lactation; Medicine; Biology; Internal medicine; Mastitis; Food science; Ultrasound; Pathology; Pregnancy; Radiology","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":[0.0001036507,0.00006193127,0.0001336616,0.000004374054,0.00008123742,0.00004190022,0.00009354767,0.00007871724,0.00007519242],"category_scores_gemma":[0.00003876344,0.00002879311,0.00002440443,0.0001454411,0.00001697979,0.00009136544,0.00005255854,0.00009279819,0.00001586175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008391992,"about_ca_system_score_gemma":0.00000285514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001336367,"about_ca_topic_score_gemma":0.0003362019,"domain_scores_codex":[0.9994291,0.00007530274,0.0001405093,0.000156476,0.00008643767,0.0001121734],"domain_scores_gemma":[0.9997123,0.0001434044,0.0000425661,0.00001792856,0.00001623152,0.00006756604],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005239196,0.00008151623,0.5754121,0.00002360746,0.00003525448,0.00003336607,0.001264174,0.000003241122,0.320021,0.009803427,0.01114621,0.08212371],"study_design_scores_gemma":[0.0001293071,0.0001179227,0.9853739,0.000009394379,0.000005328826,9.365713e-7,0.00004225236,0.00003058174,0.0008768272,0.001335828,0.01198545,0.00009226539],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9874105,0.000234817,0.00002268446,0.01085853,0.00001470568,0.0001028258,0.0002260334,0.00003624652,0.001093662],"genre_scores_gemma":[0.998099,0.00009974176,0.0001469904,0.00128337,0.000181141,0.000002758582,0.0001665472,3.589112e-7,0.00002008683],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4099618,"threshold_uncertainty_score":0.1174149,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04537871039892102,"score_gpt":0.2519971879687954,"score_spread":0.2066184775698744,"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."}}