{"id":"W4402322995","doi":"10.5376/mp.2024.15.0007","title":"Global Trends in Veterinary Vaccine Development for Emerging Pathogens","year":2024,"lang":"en","type":"article","venue":"Molecular Pathogens","topic":"Zoonotic diseases and public health","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Veterinary medicine; Virology; Biology; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003588412,0.0002061731,0.0002954242,0.0002708269,0.00005303263,0.00003817095,0.00008099973,0.00009119778,0.000236235],"category_scores_gemma":[0.00005607501,0.0001907835,0.0001956933,0.000716228,0.000009943567,0.00004298898,0.00005471358,0.00009317751,0.00002475525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002598948,"about_ca_system_score_gemma":0.0004094837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001609908,"about_ca_topic_score_gemma":0.00001516036,"domain_scores_codex":[0.9983587,0.00004614528,0.0003853123,0.0004577928,0.000234347,0.0005177394],"domain_scores_gemma":[0.9993091,0.00002286214,0.00002785726,0.0002748432,0.00005010026,0.0003152797],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002219772,0.0003165494,0.002731969,0.0007956541,0.0001569443,0.005789288,0.0005432209,0.00006618451,0.01305617,0.002564674,0.001938462,0.9718189],"study_design_scores_gemma":[0.003877977,0.001319937,0.1470691,0.0008428388,0.0003401419,0.0008246916,0.0004780211,0.01029081,0.0006601833,0.0007290059,0.8327124,0.000854967],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9725849,0.003582975,0.01569276,0.002528853,0.0004554751,0.0004704349,0.0001929203,0.0001708273,0.004320829],"genre_scores_gemma":[0.9895407,0.00002502757,0.008439699,0.000959144,0.0001310153,0.0001266281,0.0003717378,0.00004392424,0.0003621051],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.970964,"threshold_uncertainty_score":0.7779925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02429217067211103,"score_gpt":0.3346688241952738,"score_spread":0.3103766535231627,"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."}}