{"id":"W2127762037","doi":"10.1111/rda.12479","title":"B‐Mode and Doppler Sonography of the Mammary Glands in Dairy Goats for Mastitis Diagnosis","year":2015,"lang":"en","type":"article","venue":"Reproduction in Domestic Animals","topic":"Milk Quality and Mastitis in Dairy Cows","field":"Agricultural and Biological Sciences","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Fundação de Amparo à Pesquisa do Estado de São Paulo","keywords":"Udder; Echogenicity; Mastitis; Medicine; Mammary gland; Mammary artery; Doppler sonography; Ultrasonography; Pathology; Artery; Internal medicine; Radiology; Breast cancer","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0007371255,0.00009240489,0.0001834884,0.00003102073,0.00005042887,0.00001905364,0.000160132,0.00007098273,0.00002569207],"category_scores_gemma":[0.0007729996,0.00003889629,0.00005207833,0.0004557527,0.000105336,0.0001152213,0.00009007539,0.0000792418,9.78506e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002033864,"about_ca_system_score_gemma":0.00001502969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004630457,"about_ca_topic_score_gemma":0.0007912602,"domain_scores_codex":[0.9989479,0.0001042181,0.0002932423,0.0003558601,0.0001351063,0.0001636476],"domain_scores_gemma":[0.999452,0.0002174504,0.0000987803,0.0001203759,0.00006217699,0.00004923307],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002441901,0.000303394,0.8905901,0.0001337182,0.00001755695,0.000007521105,0.0009751287,0.0001783581,0.006402879,0.009511365,0.006873135,0.08476265],"study_design_scores_gemma":[0.000581998,0.000313188,0.9482121,0.0001247562,0.00001168848,0.00006215343,0.0004858689,0.00008327528,0.0009723405,0.02481726,0.02415596,0.0001794139],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945776,0.001322538,0.00003784814,0.003070904,0.0002844171,0.0003846213,0.00004106731,0.00001840489,0.0002625978],"genre_scores_gemma":[0.9986193,0.0004235706,0.0004854187,0.00005396988,0.0001753347,0.0001285317,0.000009461313,9.52826e-7,0.0001035261],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08458323,"threshold_uncertainty_score":0.1586145,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04867219477854483,"score_gpt":0.2850375759009591,"score_spread":0.2363653811224142,"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."}}