{"id":"W4293766830","doi":"10.1051/e3sconf/202235602010","title":"Reduced-scale experimental and numerical investigation on the energy and smoke control performance of natural ventilation systems in a high-rise atrium","year":2022,"lang":"en","type":"article","venue":"E3S Web of Conferences","topic":"Fire dynamics and safety research","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Smoke; Natural ventilation; Environmental science; Slab; Airflow; Ventilation (architecture); Marine engineering; Automotive engineering; Engineering; Structural engineering; Mechanical engineering; Waste management","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":[0.0002876941,0.0003422858,0.0005411116,0.0002586271,0.0005248164,0.0004379966,0.0005404645,0.0005890063,0.001818221],"category_scores_gemma":[0.0004451734,0.0001800011,0.000681348,0.0001891861,0.0006018569,0.0005150157,0.0003638472,0.00049892,0.0001684321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004211712,"about_ca_system_score_gemma":0.0003688909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003905278,"about_ca_topic_score_gemma":0.003452642,"domain_scores_codex":[0.9998249,0.00002024375,0.00001068581,0.00003456448,0.00007354886,0.00003603872],"domain_scores_gemma":[0.9996922,0.00011431,0.00004039298,0.00004906324,0.00007776348,0.00002618534],"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":[0.0008998897,0.001178565,0.01585448,0.0006266756,0.00006102821,0.0007751765,0.0004091336,0.6058627,0.3510736,0.002420763,0.0009887068,0.01984917],"study_design_scores_gemma":[0.00008874901,0.001003668,0.01165609,0.00001917197,0.00004237984,0.00006218209,0.0002139928,0.9051067,0.08065387,0.0003730751,0.0007399571,0.00004014421],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920218,0.00008921228,0.005425731,0.00005136454,0.00002895655,0.00002657228,0.0001358573,0.00009484442,0.002125666],"genre_scores_gemma":[0.9983388,0.00003781324,0.001143126,0.000004418293,0.000002212768,0.00001518638,0.00005075441,0.000004631065,0.0004030199],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003905278,"threshold_uncertainty_score":0.007765055,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01254224403614008,"score_gpt":0.2161785290747494,"score_spread":0.2036362850386094,"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."}}