{"id":"W4417178220","doi":"10.1016/j.epidem.2025.100878","title":"Insights from a Ventilation-Aware Pandemic and Outbreak Risk model (VAPOR)","year":2025,"lang":"en","type":"article","venue":"Epidemics","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Agency of Canada; Public Health Ontario; University of Toronto","funders":"Canadian Institutes of Health Research","keywords":"Pandemic; Outbreak; Transmission (telecommunications); Airborne transmission; Baseline (sea); Ventilation (architecture)","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001310048,0.0001068858,0.0002410082,0.0001065032,0.0001155325,0.00001318065,0.00002857453,0.0001426436,0.00001958676],"category_scores_gemma":[0.0003465131,0.00009450881,0.00007538142,0.0001237043,0.00002878689,0.0000924583,0.00002801183,0.000222776,0.00001539606],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000582945,"about_ca_system_score_gemma":0.00007653833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001952994,"about_ca_topic_score_gemma":0.00008180883,"domain_scores_codex":[0.9992424,0.00004280767,0.0002941262,0.0002221855,0.00009304129,0.0001053864],"domain_scores_gemma":[0.9993361,0.0002167676,0.0001160462,0.0001837326,0.00008682276,0.00006051901],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000206386,0.00005456163,0.9804547,0.00003450129,0.0001275815,0.000002424988,0.0002496715,0.002641782,0.0009210065,0.002457929,0.00216059,0.01068886],"study_design_scores_gemma":[0.001046057,0.00001836307,0.3489271,0.00008439455,0.0002048104,0.000002149527,0.00002579909,0.6287057,0.0001124658,0.01770012,0.003098279,0.00007479354],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.720212,0.0007301983,0.2758592,0.0003523115,0.0002739259,0.0002251067,0.00002361186,0.000107864,0.002215707],"genre_scores_gemma":[0.9965677,0.0002303068,0.0007168561,0.0009433572,0.0001401319,0.0000142255,0.00008545717,0.000009492102,0.001292509],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6315277,"threshold_uncertainty_score":0.3853958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01888674099337901,"score_gpt":0.2919578312989637,"score_spread":0.2730710903055847,"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."}}