{"id":"W4313494818","doi":"10.3390/designs7010005","title":"CFD Investigation of Ventilation Strategies to Remove Contaminants from a Hospital Room","year":2023,"lang":"en","type":"article","venue":"Designs","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure; Université du Québec à Rimouski","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"ASHRAE 90.1; Ventilation (architecture); Airflow; Computational fluid dynamics; Environmental science; Reynolds-averaged Navier–Stokes equations; Air conditioning; Diffuser (optics); Marine engineering; Turbulence; Engineering; Meteorology; Mechanical engineering; Aerospace engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002488291,0.0003822693,0.0005360444,0.0004542293,0.000358312,0.0006226611,0.0004211295,0.0006195619,0.0010213],"category_scores_gemma":[0.000594752,0.0001645776,0.0005949099,0.0002501539,0.0002857372,0.0003094698,0.0003415835,0.0002361227,0.0001308852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004551215,"about_ca_system_score_gemma":0.0005679151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005214134,"about_ca_topic_score_gemma":0.003137207,"domain_scores_codex":[0.9998233,0.0000386051,0.00001345673,0.00003313477,0.00003973238,0.00005182979],"domain_scores_gemma":[0.9997106,0.0001562754,0.00003625292,0.00001908257,0.0000571398,0.00002073281],"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":[0.0003526853,0.0003061079,0.01458934,0.0002163093,0.00005079973,0.0003239527,0.0001499972,0.9004104,0.06554829,0.0009014615,0.0004292222,0.01672144],"study_design_scores_gemma":[0.00002656359,0.000509239,0.005649608,0.0000147821,0.00003849244,0.00006390696,0.0001618899,0.9780262,0.01467402,0.0002137793,0.0005979471,0.00002352102],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9857097,0.0002409184,0.01049178,0.0000744908,0.00002407108,0.00003962275,0.0001598691,0.00008306612,0.003176525],"genre_scores_gemma":[0.9953659,0.00009406764,0.003476887,0.00001215999,0.000003214229,0.0000230022,0.00007641259,0.000008477964,0.000939886],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005214134,"threshold_uncertainty_score":0.01036757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04021769252617428,"score_gpt":0.293316345077602,"score_spread":0.2530986525514277,"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."}}