{"id":"W3198371465","doi":"10.3389/fvets.2021.686257","title":"Why Test Purchased Cattle in BVDV Control Programs?","year":2021,"lang":"en","type":"article","venue":"Frontiers in Veterinary Science","topic":"Animal Disease Management and Epidemiology","field":"Agricultural and Biological Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Herd; Culling; Ice calving; Veterinary medicine; Virus; Animal science; Cow-calf; Dairy cattle; Medicine; Biology; Pregnancy; Virology; Lactation","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01670878,0.0004892671,0.0007541149,0.0009778095,0.000587234,0.001934463,0.002047688,0.002331967,0.003498157],"category_scores_gemma":[0.02953817,0.0004413657,0.0005691764,0.001189794,0.001459407,0.002480215,0.0007501246,0.001614293,0.001371355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001890316,"about_ca_system_score_gemma":0.002488357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0168146,"about_ca_topic_score_gemma":0.02506091,"domain_scores_codex":[0.9874014,0.007594141,0.0007197647,0.0009115445,0.002439672,0.000933438],"domain_scores_gemma":[0.9724548,0.01249517,0.003865434,0.001515357,0.006965798,0.002703499],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001386728,0.001002079,0.6924192,0.001787928,0.0003273163,0.001151865,0.00193315,0.001337679,0.007159395,0.001194058,0.02704201,0.2632586],"study_design_scores_gemma":[0.0009405769,0.01103556,0.8176175,0.004734044,0.0009313213,0.003466405,0.01321521,0.008535789,0.02137832,0.005138979,0.1127242,0.0002820982],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8220121,0.02688517,0.01780834,0.09716301,0.005413436,0.001566456,0.00239145,0.0007612304,0.02599885],"genre_scores_gemma":[0.9231257,0.006320278,0.03706748,0.02555429,0.001027167,0.0006910381,0.001247302,0.00009066902,0.004876151],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0168146,"threshold_uncertainty_score":0.0883655,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03063114395958006,"score_gpt":0.2492904885175069,"score_spread":0.2186593445579269,"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."}}