{"id":"W3198239716","doi":"10.1615/atomizspr.2021037569","title":"STUDY OF SPREAD OF AEROSOLS DURING DIFFERENT BREATHING CYCLES USING COMPUTATIONAL FLUID DYNAMICS","year":2021,"lang":"en","type":"article","venue":"Atomization and Sprays","topic":"Inhalation and Respiratory Drug Delivery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Inhalation; Breathing; Mechanics; Ventilation (architecture); Work (physics); Dynamics (music); Coronavirus disease 2019 (COVID-19); Environmental science; Computer science; Physics; Materials science; Medicine; Meteorology; Acoustics; Anesthesia; Thermodynamics; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001979053,0.0002995772,0.000341758,0.0004822481,0.0003767709,0.0003934971,0.0002433127,0.000596896,0.0005683898],"category_scores_gemma":[0.001172943,0.0001358353,0.0003906253,0.0002507974,0.0003001736,0.000336903,0.0002663448,0.0004775752,0.00006771082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002930617,"about_ca_system_score_gemma":0.0004048539,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005414873,"about_ca_topic_score_gemma":0.002877927,"domain_scores_codex":[0.9998964,0.00001830683,0.000006403215,0.00001716941,0.00003922426,0.00002241601],"domain_scores_gemma":[0.9994343,0.0003993789,0.00004724965,0.00002424015,0.00006441303,0.0000303678],"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":[0.0003931914,0.0003623099,0.0199025,0.0002006722,0.00009272996,0.0005314803,0.0003852995,0.8658796,0.08517777,0.002461475,0.0008898372,0.02372302],"study_design_scores_gemma":[0.00001392259,0.0001122218,0.004853454,0.000005878038,0.000008381277,0.00003780367,0.00006396187,0.9871038,0.007257157,0.0002309149,0.0002976954,0.00001500563],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9873985,0.0003057675,0.009762243,0.0001773211,0.00003067061,0.00004290812,0.0001756523,0.00008694659,0.002019991],"genre_scores_gemma":[0.9953887,0.0001360423,0.003815894,0.00001760387,0.0000101002,0.00001966338,0.000110879,0.00001368134,0.0004873529],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005414873,"threshold_uncertainty_score":0.01076669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02138172387443972,"score_gpt":0.2797860434383946,"score_spread":0.2584043195639549,"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."}}