{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001529978,0.00006986708,0.0001468808,0.0001459398,0.00003915821,0.00001711705,0.00002558856,0.00006066059,0.00006063377],"category_scores_gemma":[0.0000803813,0.00006708232,0.00005192958,0.0003199575,0.00001462335,0.0001436875,0.000009779819,0.0000500824,0.000160541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003155815,"about_ca_system_score_gemma":0.00006577852,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000143765,"about_ca_topic_score_gemma":0.00002643943,"domain_scores_codex":[0.999359,0.00002955207,0.0002034621,0.0001371116,0.0001670629,0.000103808],"domain_scores_gemma":[0.9995632,0.00005096111,0.00008677041,0.0001177148,0.0001229764,0.00005844189],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0003775124,0.00007740308,0.2142657,0.00005973013,0.0001027625,0.00002199414,0.0039537,0.000467697,0.7698572,0.001334872,0.003577518,0.0059039],"study_design_scores_gemma":[0.0006455537,0.0003465241,0.948845,0.00008756152,0.00005499185,0.000001016223,0.0003872072,0.003052207,0.04521357,0.001024176,0.0002724114,0.00006982645],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9670227,0.00001276852,0.03150101,0.000310649,0.0002971997,0.0003635166,0.00001375948,0.00009375578,0.0003846702],"genre_scores_gemma":[0.9987377,0.000003363073,0.0004670572,0.00007744075,0.0001396481,0.00001835249,0.0001721709,0.00001034577,0.000373951],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7345793,"threshold_uncertainty_score":0.2735538,"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."}}