{"id":"W4389208201","doi":"10.1093/infdis/jiad533","title":"Preparing for Mpox Resurgence: Surveillance Lessons From Outbreaks in Toronto, Canada","year":2023,"lang":"en","type":"article","venue":"The Journal of Infectious Diseases","topic":"Poxvirus research and outbreaks","field":"Immunology and Microbiology","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; Institute of Health Services and Policy Research; St. Michael's Hospital; Toronto Public Health; Public Health Agency of Canada; Université Laval; Public Health Ontario; University of Toronto","funders":"Public Health Agency of Canada; Johns Hopkins University","keywords":"Outbreak; Preparedness; Environmental health; Medicine; Vaccination; Transmission (telecommunications); Geography; Virology; Political science","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":[0.0006397212,0.0001058262,0.0002519285,0.00006113022,0.0001774635,0.00001462992,0.0002840619,0.00006609108,0.0001611847],"category_scores_gemma":[0.0008898822,0.00007169126,0.00009575944,0.0001409309,0.00007426422,0.0001003141,0.00006874321,0.0002090318,0.00001571596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003175033,"about_ca_system_score_gemma":0.0007547418,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6650219,"about_ca_topic_score_gemma":0.9151391,"domain_scores_codex":[0.9988143,0.0002973742,0.0003317493,0.0001011481,0.00008829485,0.000367094],"domain_scores_gemma":[0.9982166,0.001228407,0.0001828805,0.0001840892,0.0001311484,0.00005691705],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003195451,0.0003010334,0.6442725,0.00006370625,0.0009781509,0.00007827558,0.00106781,0.001235293,0.03772028,0.0002506037,0.2771825,0.03365434],"study_design_scores_gemma":[0.00301928,0.0002605788,0.9452449,0.0001113546,0.00007505114,0.00008204593,0.001106966,0.00005165774,0.003641167,0.001479384,0.04467721,0.0002503823],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883069,0.008531185,0.00003859957,0.0004556476,0.0009955392,0.0001782829,0.0004702593,0.00003057221,0.0009930335],"genre_scores_gemma":[0.9981174,0.001353775,0.00000142798,0.00008714214,0.0001044261,0.00001148525,0.00003337085,0.0000111095,0.0002798675],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3009724,"threshold_uncertainty_score":0.3372087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01441650694777043,"score_gpt":0.2980903803731181,"score_spread":0.2836738734253477,"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."}}