{"id":"W7077066210","doi":"10.1016/j.buildenv.2025.113569","title":"A novel aerosol induction-removal system for mitigating airborne disease transmission in shared indoor environments","year":2025,"lang":"en","type":"article","venue":"Building and Environment","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Aerosol; HVAC; Airborne transmission; Ventilation (architecture); Airflow; Indoor air quality; Air quality index; Transmission (telecommunications)","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002347663,0.0001470019,0.0001476589,0.0000544532,0.0001797454,0.00005056361,0.0002228664,0.00007000815,0.000004609887],"category_scores_gemma":[0.0000264413,0.0001433698,0.00004611367,0.00008292071,0.00003845376,0.0001237535,0.0001502674,0.0001004339,0.000001538769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001060397,"about_ca_system_score_gemma":0.00001695584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001200984,"about_ca_topic_score_gemma":1.533574e-7,"domain_scores_codex":[0.9988726,0.00002165608,0.000237286,0.0004872076,0.0001289152,0.0002522942],"domain_scores_gemma":[0.999536,0.0000547484,0.00006115076,0.0002402599,0.000002577004,0.0001052063],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001270915,0.0005821321,0.006989952,0.001227254,0.00008712346,0.0000560897,0.001167376,0.02578297,0.7119672,0.01232771,0.0001736921,0.2395114],"study_design_scores_gemma":[0.0088191,0.0002019342,0.1003591,0.003221402,0.0001321299,0.00008676376,0.000851333,0.6065869,0.1678385,0.005297462,0.1050337,0.001571616],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2941839,0.0004204767,0.7019104,0.002684467,0.0001140162,0.0003947286,0.000007679019,0.00004907379,0.0002353031],"genre_scores_gemma":[0.9417566,0.00002878909,0.05750399,0.0000647589,0.00002514201,0.0001188615,0.000007117619,0.000003152199,0.0004915706],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6475728,"threshold_uncertainty_score":0.584645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01338538966058293,"score_gpt":0.2145452573446494,"score_spread":0.2011598676840665,"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."}}