{"id":"W4414467333","doi":"10.1177/17442591251367437","title":"Assessment of residential mechanical ventilation for airborne infection control: A computational fluid dynamics approach for isolation strategy development","year":2025,"lang":"en","type":"article","venue":"Journal of Building Physics","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Ceiling (cloud); Computational fluid dynamics; Ventilation (architecture); Diffuser (optics); Airborne transmission; Airflow; Isolation (microbiology); Mechanical ventilation","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0007131957,0.0001050111,0.0003414155,0.0002007471,0.0001205851,0.00002788881,0.0000360405,0.00008851825,0.000002180554],"category_scores_gemma":[0.00008399688,0.0001015596,0.00024611,0.0001835138,0.00001546868,0.0001987557,0.000008381315,0.0001266519,5.725462e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003174004,"about_ca_system_score_gemma":0.0004865634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004055533,"about_ca_topic_score_gemma":0.000002459231,"domain_scores_codex":[0.9987417,0.00003672243,0.0007259672,0.0001208573,0.0002619051,0.000112841],"domain_scores_gemma":[0.9979352,0.0001559631,0.0006755688,0.00006186525,0.001135938,0.00003545489],"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":[0.002358983,0.001000024,0.0127967,0.0007809034,0.0008898819,4.766179e-7,0.00005095257,0.8081459,0.02759697,0.1098424,0.000240183,0.03629662],"study_design_scores_gemma":[0.004695648,0.0004815755,0.1117628,0.0001460736,0.0003815487,0.00000750612,0.00001288635,0.8728544,0.003121012,0.00638057,0.0000885812,0.00006736008],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09578952,0.00001504083,0.903076,0.00008487002,0.0003670029,0.0005907643,0.000008069671,0.00001130462,0.00005745064],"genre_scores_gemma":[0.8790485,0.000002454017,0.1204567,0.00003199837,0.0003042639,0.00002461575,0.0000943449,0.00001037764,0.00002674073],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.783259,"threshold_uncertainty_score":0.4141481,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02017877704296336,"score_gpt":0.3337677093145174,"score_spread":0.313588932271554,"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."}}