{"id":"W4386432535","doi":"10.1007/978-981-19-9822-5_183","title":"Risk Assessment and Mitigation of Airborne SARS-CoV-2 Transmissions in Selected Commercial Buildings","year":2023,"lang":"en","type":"book-chapter","venue":"Environmental science and engineering","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"HEPA; Airflow; Air conditioning; Airborne transmission; Environmental science; Ventilation (architecture); Transmission (telecommunications); Room air distribution; Air purification; Duct (anatomy); Environmental engineering; Architectural engineering; Waste management; Engineering; Coronavirus disease 2019 (COVID-19); Meteorology; Telecommunications; Mechanical engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002576097,0.0005305146,0.0002235052,0.0004462719,0.0002309698,0.0007825434,0.0005893568,0.0004011924,0.004283296],"category_scores_gemma":[0.0002351984,0.0001341993,0.0002741406,0.0004248625,0.0001166957,0.0002904484,0.0002598641,0.0001972521,0.0006544867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006944918,"about_ca_system_score_gemma":0.0003522418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005596736,"about_ca_topic_score_gemma":0.01166778,"domain_scores_codex":[0.9998739,0.00002472214,0.000003354513,0.00001105073,0.00007376249,0.00001320579],"domain_scores_gemma":[0.9999086,0.00004346791,0.00001132352,0.000003649565,0.00002838772,0.000004661348],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003663325,0.0003641905,0.01456668,0.0006177774,0.00007672759,0.000888333,0.0004802628,0.2390384,0.0322439,0.02442129,0.03060634,0.6563298],"study_design_scores_gemma":[0.00005812119,0.003999413,0.1174919,0.0007298653,0.0001834805,0.002780965,0.003205276,0.4306233,0.06189719,0.04074886,0.3381178,0.000163845],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4246426,0.03589818,0.104291,0.001467844,0.0003275447,0.0002839709,0.001153814,0.0007470662,0.431188],"genre_scores_gemma":[0.7758754,0.01365835,0.02105455,0.0001475653,0.0001565697,0.00006418004,0.0008405994,0.0000921336,0.1881106],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005596736,"threshold_uncertainty_score":0.01432908,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01033431028006636,"score_gpt":0.243218492705302,"score_spread":0.2328841824252356,"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."}}