{"id":"W7017950912","doi":"","title":"CFD and Deep Learning Based Natural Ventilation Analysis in Buildings","year":2023,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Wind and Air Flow Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Natural ventilation; Computational fluid dynamics; Partition (number theory); Artificial neural network; Airflow; Wind speed; Ventilation (architecture); Indoor air quality","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002806433,0.0006556442,0.0004525272,0.0005834097,0.0002808371,0.0008389661,0.0005752016,0.001054876,0.001702558],"category_scores_gemma":[0.0009636383,0.0003956862,0.0007647728,0.0004283246,0.0006422997,0.0007009946,0.0006766923,0.0007137025,0.0002805617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009247169,"about_ca_system_score_gemma":0.0007739968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01489139,"about_ca_topic_score_gemma":0.008445687,"domain_scores_codex":[0.9998738,0.00002519325,0.000006320221,0.00002831203,0.00003487501,0.00003146692],"domain_scores_gemma":[0.9997475,0.0001400334,0.00002762625,0.00001504044,0.00004783883,0.00002204997],"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":[0.00001732889,0.00001374441,0.001013916,0.00002480317,0.0000101611,0.00002959212,0.00001100347,0.9873708,0.0008401816,0.00185241,0.0002687525,0.008547246],"study_design_scores_gemma":[9.928137e-7,0.000002851881,0.0001618055,0.000002726854,9.243907e-7,0.000003661825,0.000002749127,0.9987388,0.0001890709,0.000743624,0.0001509172,0.000001767411],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2646854,0.002512529,0.7142934,0.001048172,0.0002006991,0.00006721333,0.0009461638,0.001513312,0.01473314],"genre_scores_gemma":[0.9596206,0.0006424711,0.03461028,0.0001356644,0.00005246584,0.00005409465,0.0004984448,0.00007036042,0.004315591],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01489139,"threshold_uncertainty_score":0.02960944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03524754243270302,"score_gpt":0.2735716168163299,"score_spread":0.2383240743836269,"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."}}