{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007234947,0.0002299206,0.0007338088,0.0002187454,0.00005563312,0.0000157048,0.0000438638,0.0003867638,0.00001586272],"category_scores_gemma":[0.0004987004,0.0002076244,0.000327977,0.0001913213,0.00007804831,0.0000857468,0.00006943104,0.0002810775,5.541275e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009122542,"about_ca_system_score_gemma":0.0002601316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006275507,"about_ca_topic_score_gemma":0.00006194054,"domain_scores_codex":[0.9983502,0.0001199775,0.0006695313,0.0004460983,0.0002332652,0.0001809362],"domain_scores_gemma":[0.9984194,0.00009774358,0.0004923437,0.0003350507,0.0005787323,0.0000766991],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0007553907,0.0003996683,0.2336095,0.003334511,0.0001851108,0.000001313378,0.0003037555,0.00005050785,0.7515954,0.0001744356,0.00003412887,0.009556315],"study_design_scores_gemma":[0.001294583,0.0002720036,0.3717338,0.0007752404,0.0002570609,0.000009258053,0.000003362652,0.003454298,0.6211097,0.0006353756,0.0003343127,0.0001210585],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9063507,0.000297742,0.0919482,0.0001623344,0.0003408044,0.0007520178,0.00001626523,0.0000438085,0.00008807363],"genre_scores_gemma":[0.9976854,0.0001286554,0.00178145,0.00003496804,0.000174073,0.00007259566,0.00007809851,0.00002356784,0.00002124792],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1381243,"threshold_uncertainty_score":0.8466676,"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."}}