{"id":"W4292857586","doi":"10.1007/s11771-022-5072-z","title":"Impact of mechanical ventilation control strategies based on non-steady-state and steady-state Wells-Riley models on airborne transmission and building energy consumption","year":2022,"lang":"en","type":"article","venue":"Journal of Central South University","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke","funders":"Natural Sciences and Engineering Research Council of Canada; Université de Sherbrooke","keywords":"Ventilation (architecture); Energy consumption; Steady state (chemistry); Transmission (telecommunications); Energy (signal processing); State (computer science); Environmental science; Heat transmission; Consumption (sociology); Mechanics; Engineering; Mechanical engineering; Materials science; Computer science; Physics; Mathematics; Telecommunications; Electrical engineering; Statistics; Chemistry; Composite material","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":[0.0003049762,0.0001303048,0.0003150556,0.0002810599,0.0001789677,0.00001731181,0.00004170522,0.00004983759,0.0001049912],"category_scores_gemma":[0.000007075658,0.0001150595,0.0001823844,0.0001025262,0.00003884326,0.0002465385,0.00001196482,0.0002669104,2.434434e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002352645,"about_ca_system_score_gemma":0.0001553385,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005527609,"about_ca_topic_score_gemma":0.000002216753,"domain_scores_codex":[0.9988981,0.0001592472,0.0002810995,0.000143031,0.0003406785,0.0001777936],"domain_scores_gemma":[0.999148,0.00006723039,0.0004108093,0.00006890803,0.0001269831,0.0001780875],"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":[0.04400976,0.000717568,0.02612118,0.0001358085,0.0004011965,0.0001638145,0.001782922,0.8941619,0.01861994,0.00125726,0.00006945623,0.01255924],"study_design_scores_gemma":[0.01444223,0.004403356,0.283382,0.0002426976,0.0003962108,0.00005284303,0.0004910242,0.6947266,0.001118377,0.0003549523,0.0002126154,0.0001770808],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8058769,0.00003020126,0.1936385,0.00009870643,0.00009066827,0.0001286721,0.00004436723,0.000007179241,0.00008477589],"genre_scores_gemma":[0.9996882,0.00006551659,0.0001036812,0.00004681267,0.00003247286,1.772338e-7,0.000007888313,0.000008548655,0.00004667968],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2572609,"threshold_uncertainty_score":0.469199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01305110447340762,"score_gpt":0.2367351077897798,"score_spread":0.2236840033163722,"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."}}