{"id":"W4213086401","doi":"10.1098/rsos.211687","title":"Food security and emerging infectious disease: risk assessment and risk management","year":2022,"lang":"en","type":"article","venue":"Royal Society Open Science","topic":"Zoonotic diseases and public health","field":"Medicine","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Risk management; Risk assessment; Disease; Risk analysis (engineering); Food security; Infectious disease (medical specialty); Business; Intensive care medicine; Computer science; Medicine; Biology; Computer security; Agriculture; Pathology; Ecology","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0025002,0.0001102754,0.0001726804,0.00003377462,0.001993756,0.0002875542,0.0003118912,0.00001391738,0.0003148678],"category_scores_gemma":[0.00005754269,0.0000999403,0.00006067074,0.0004426465,0.0002669439,0.0002021837,0.001894515,0.000288314,0.000001292939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002455724,"about_ca_system_score_gemma":0.0005052913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000778961,"about_ca_topic_score_gemma":0.0000136667,"domain_scores_codex":[0.9981714,0.00009739963,0.0001653466,0.000545772,0.0006606794,0.0003594345],"domain_scores_gemma":[0.9988427,0.00004541032,0.0001089983,0.0003123707,0.00005139356,0.0006391861],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000653947,0.0004638054,0.8561667,0.0002352673,0.0001408151,0.00001713855,0.002383577,0.000288869,7.620226e-7,0.009796522,0.003780662,0.1266605],"study_design_scores_gemma":[0.001742396,0.000691078,0.8992797,0.0000259641,0.0002318714,0.000007261292,0.006767368,0.05003499,3.658781e-7,0.004543914,0.03647007,0.0002050394],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.977418,0.0005832539,0.0005726942,0.001250214,0.0001620156,0.0009636034,0.000108377,0.0000401412,0.01890167],"genre_scores_gemma":[0.9956841,0.000966929,0.001949032,0.001026534,0.00003513283,0.00009481261,0.000007505486,0.000008332479,0.0002275818],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1264555,"threshold_uncertainty_score":0.9993055,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01150958928319389,"score_gpt":0.3272030304053943,"score_spread":0.3156934411222004,"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."}}