{"id":"W3200461290","doi":"10.1098/rstb.2020.0358","title":"The future of zoonotic risk prediction","year":2021,"lang":"en","type":"article","venue":"Philosophical Transactions of the Royal Society B Biological Sciences","topic":"Zoonotic diseases and public health","field":"Medicine","cited_by":96,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Research Manitoba; Public Health Ontario; University of Toronto","funders":"National Institute of Allergy and Infectious Diseases; Directorate for Biological Sciences; University of Toronto; Wellcome Trust","keywords":"Pandemic; One Health; Global health; Coronavirus disease 2019 (COVID-19); Globe; Data science; Infectious disease (medical specialty); Environmental planning; Biology; Risk analysis (engineering); Computer science; Disease; Business; Geography; Political science; Public health; Health care; Medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01476861,0.001212367,0.001747056,0.002916227,0.0007642327,0.006805897,0.002174685,0.003097997,0.007409471],"category_scores_gemma":[0.04421108,0.0005758014,0.0009006732,0.002057477,0.003067638,0.01223095,0.0031906,0.005808906,0.001895419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002077817,"about_ca_system_score_gemma":0.003307281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01025655,"about_ca_topic_score_gemma":0.003972621,"domain_scores_codex":[0.9961833,0.002075901,0.0001950012,0.0006846571,0.000657548,0.000203535],"domain_scores_gemma":[0.9597211,0.03107007,0.00167673,0.001740981,0.004184088,0.001607026],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003425934,0.0002232019,0.04745407,0.001556823,0.0004537377,0.0002036856,0.0006687113,0.05125593,0.0004669867,0.1299765,0.07988245,0.6875153],"study_design_scores_gemma":[0.00004950694,0.0001109502,0.007722179,0.001609243,0.00008347118,0.0001674294,0.000931473,0.1172466,0.0002921012,0.7968159,0.07485607,0.0001151036],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03989749,0.3115801,0.2051558,0.4045879,0.005704216,0.0001571224,0.003889017,0.00123634,0.02779212],"genre_scores_gemma":[0.6989043,0.1336883,0.1267912,0.01853887,0.01107686,0.0002713458,0.004083758,0.0002177945,0.006427491],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01476861,"threshold_uncertainty_score":0.07810485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03467155765617777,"score_gpt":0.2870491838137551,"score_spread":0.2523776261575773,"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."}}