{"id":"W3122152228","doi":"10.1101/2021.01.19.21250046","title":"City Reduced Probability of Infection (CityRPI) for Indoor Airborne Transmission of SARS-CoV-2 and Urban Building Energy Impacts","year":2021,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada; University of Shanghai for Science and Technology","keywords":"Environmental science; Occupancy; Airborne transmission; Transmission (telecommunications); Ventilation (architecture); Energy consumption; Indoor air quality; Natural ventilation; Environmental engineering; Coronavirus disease 2019 (COVID-19); Meteorology; Environmental health; Computer science; Architectural engineering; Geography; Engineering; Telecommunications; Medicine; Infectious disease (medical specialty)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002928251,0.0006207082,0.0003563059,0.0008858817,0.0002109152,0.0006305192,0.0008739699,0.0005011862,0.003885041],"category_scores_gemma":[0.0007418455,0.0003000674,0.0008976664,0.0009126438,0.000167045,0.000521558,0.0004778165,0.000374469,0.0006083078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008991246,"about_ca_system_score_gemma":0.0009229665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06237971,"about_ca_topic_score_gemma":0.04878633,"domain_scores_codex":[0.9998212,0.00003338311,0.000009267964,0.00003667047,0.00006304187,0.00003638465],"domain_scores_gemma":[0.999652,0.0001133019,0.00005207551,0.00004961801,0.0001120676,0.00002100654],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006447756,0.0001035764,0.03036803,0.00007742341,0.00008451516,0.000114535,0.00002497823,0.9522136,0.002103574,0.001221731,0.00116538,0.01245814],"study_design_scores_gemma":[0.00001194179,0.00004674092,0.01147184,0.000006972893,0.00002535404,0.00003643952,0.00002846431,0.98527,0.001523799,0.0004272097,0.001134628,0.00001670351],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8002001,0.0004332231,0.1681539,0.0002233847,0.00007481552,0.000186172,0.008255078,0.004281065,0.01819225],"genre_scores_gemma":[0.973884,0.0001219009,0.02136902,0.00002201681,0.000006023794,0.00007822466,0.002345452,0.0001421249,0.002031196],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06237971,"threshold_uncertainty_score":0.1240333,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04635927958167747,"score_gpt":0.3185114593547528,"score_spread":0.2721521797730754,"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."}}