{"id":"W2082936172","doi":"10.1016/s0264-410x(03)00219-6","title":"Foot-and-mouth disease vaccine potency testing: determination and statistical validation of a model using a serological approach","year":2003,"lang":"en","type":"article","venue":"Vaccine","topic":"Animal Disease Management and Epidemiology","field":"Agricultural and Biological Sciences","cited_by":94,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"Wellcome Trust","keywords":"Foot-and-mouth disease; Potency; Serology; Serotype; Logistic regression; Foot-and-mouth disease virus; Virology; Disease; Medicine; Antibody titer; Titer; Biology; Immunology; Antibody; Virus; Internal medicine","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":[0.0002764434,0.0001114798,0.0001897893,0.00001733382,0.00009695372,0.00001501427,0.00005223164,0.00005174069,0.00003862851],"category_scores_gemma":[0.000604338,0.00004689463,0.00002311648,0.0001467863,0.00001308439,0.00007936132,0.00005388985,0.00005057227,7.074291e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001011122,"about_ca_system_score_gemma":0.0000052224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003836705,"about_ca_topic_score_gemma":0.000004788702,"domain_scores_codex":[0.9991393,0.0001210579,0.0002214352,0.0002675021,0.00008120693,0.0001694651],"domain_scores_gemma":[0.999507,0.0001959128,0.00009050803,0.00003542873,0.00004274667,0.0001284321],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006847225,0.0005842175,0.8857869,0.000190249,0.00003772644,0.00001448822,0.00006925855,0.002637722,0.04025773,0.03749875,0.0002096003,0.03202866],"study_design_scores_gemma":[0.0002992875,0.0001826614,0.6418506,0.000008336831,0.00008104857,0.000004324213,0.00005240813,0.3420174,0.00002740333,0.01533729,0.0000208589,0.0001183647],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915068,0.0001039545,0.007681607,0.0002303485,0.000009216248,0.0001822224,0.00002291707,0.00002544952,0.0002374419],"genre_scores_gemma":[0.9927897,0.00001823823,0.006984358,0.0000944524,0.00002995372,0.0000076548,0.00005002644,0.000001006217,0.0000245684],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3393797,"threshold_uncertainty_score":0.1912308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08834001217571044,"score_gpt":0.2810011636063903,"score_spread":0.1926611514306799,"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."}}