{"id":"W4386432054","doi":"10.1007/978-981-19-9822-5_165","title":"Numerical Analysis of Effects of Ventilation Conditions on an In-Duct UVGI System for Infection Control","year":2023,"lang":"en","type":"book-chapter","venue":"Environmental science and engineering","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Duct (anatomy); Ventilation (architecture); Environmental science; HVAC; Humidity; Computational fluid dynamics; Environmental engineering; Engineering; Meteorology; Air conditioning; Biology; Aerospace engineering; Mechanical engineering; Physics","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":[0.0002293418,0.000286946,0.0005782816,0.0002222408,0.00059996,0.0006978621,0.0005720085,0.0007460468,0.003562773],"category_scores_gemma":[0.0007420951,0.0001739094,0.000377259,0.0002072608,0.0004151509,0.0003180308,0.0004342592,0.0003740639,0.0002220949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000552475,"about_ca_system_score_gemma":0.0005473217,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003455137,"about_ca_topic_score_gemma":0.003028827,"domain_scores_codex":[0.9998722,0.00003344874,0.000004839505,0.00001670211,0.00004667354,0.00002596949],"domain_scores_gemma":[0.9996266,0.0002436817,0.00002993907,0.00001731242,0.00006445166,0.00001802423],"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":[0.0001702287,0.0001052604,0.001416898,0.00009627743,0.00001464613,0.0001119063,0.00007639216,0.9557149,0.0280769,0.00248915,0.0006626387,0.01106481],"study_design_scores_gemma":[0.000005091631,0.00006130775,0.0005021633,0.000004166223,0.000005408736,0.00001557773,0.00002470562,0.9955712,0.003330563,0.0002285414,0.0002463373,0.000004844459],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8186742,0.000872464,0.1298011,0.0005048221,0.000225237,0.00009073137,0.0002409606,0.0004909637,0.04909948],"genre_scores_gemma":[0.9807976,0.0001572659,0.01067609,0.00003677057,0.00001292157,0.00003046998,0.00006124435,0.00002713957,0.008200442],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003562773,"threshold_uncertainty_score":0.01191866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006635713438716069,"score_gpt":0.2234731073118494,"score_spread":0.2168373938731333,"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."}}