{"id":"W4291019820","doi":"10.1111/jvim.16506","title":"Development of a predictive model for bovine leukemia virus proviral load","year":2022,"lang":"en","type":"article","venue":"Journal of Veterinary Internal Medicine","topic":"T-cell and Retrovirus Studies","field":"Immunology and Microbiology","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Prince Edward Island","funders":"Agriculture and Agri-Food Canada; Dairy Farmers of Nova Scotia","keywords":"Bovine leukemia virus; Medicine; Herd; White blood cell; Antibody; Gold standard (test); Lymphocyte; Virology; Immunology; Veterinary medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000616598,0.0001655215,0.0005335599,0.0001762517,0.0001955413,0.000001807401,0.0003446251,0.00005688733,0.0002093035],"category_scores_gemma":[0.0001098001,0.0001136603,0.0001423221,0.00006794924,0.0002183507,0.00006671764,0.0002642357,0.0004489765,0.000002999877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000453614,"about_ca_system_score_gemma":0.0004316736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003862169,"about_ca_topic_score_gemma":0.000006090447,"domain_scores_codex":[0.9985415,0.00007593144,0.0008542596,0.0001398085,0.0001625228,0.0002259841],"domain_scores_gemma":[0.9988091,0.00009934758,0.0007130932,0.0001012553,0.0002448264,0.00003239894],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01327484,0.0002278592,0.0001922763,0.0000916376,0.0008088399,0.0000720035,0.00983612,0.0002357348,0.957882,0.00003120798,0.009591197,0.007756331],"study_design_scores_gemma":[0.03802906,0.1624892,0.003621653,0.001939548,0.001078395,0.01482021,0.01906205,0.005156538,0.1627027,0.0008318035,0.5892144,0.001054425],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9824423,0.004717228,0.009830169,0.0002881888,0.001875569,0.000213879,0.00005971914,0.00001077028,0.0005621624],"genre_scores_gemma":[0.9948422,0.00008222973,0.001375591,0.000144102,0.0001463837,0.00002883603,0.00000751938,0.00001460427,0.003358511],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7951792,"threshold_uncertainty_score":0.4634933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03786567886443154,"score_gpt":0.2899575261548315,"score_spread":0.2520918472904,"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."}}