{"id":"W4412095390","doi":"10.34031/2071-7318-2025-10-7-33-43","title":"AERODYNAMIC STUDY OF FLAT ROOFS USING NUMERICAL MODELING","year":2025,"lang":"en","type":"article","venue":"Bulletin of Belgorod State Technological University named after V G Shukhov","topic":"Wind and Air Flow Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mitel (Canada)","funders":"","keywords":"Aerodynamics; Computer science; Environmental science; Aerospace engineering; Architectural engineering; Engineering","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":[0.0002029099,0.0003730102,0.0004208062,0.0005476307,0.000474574,0.0007572208,0.0004607082,0.000700057,0.00258004],"category_scores_gemma":[0.0005146921,0.0002276903,0.0006769616,0.000358998,0.0004575955,0.0003563742,0.0003627253,0.0003018001,0.0005538799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003217557,"about_ca_system_score_gemma":0.000582576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005031106,"about_ca_topic_score_gemma":0.002180603,"domain_scores_codex":[0.999792,0.0000431997,0.000008599282,0.00003214226,0.00008909377,0.00003495883],"domain_scores_gemma":[0.9998341,0.00005644979,0.00002053698,0.00002380471,0.00004913342,0.00001605649],"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":[0.00002277625,0.00004385165,0.002088088,0.00006384091,0.00001700596,0.0003008999,0.00009167798,0.965969,0.0146217,0.005639161,0.0005140182,0.01062803],"study_design_scores_gemma":[0.000003319583,0.00001349296,0.0008913921,0.000006511067,0.000002238453,0.00004735662,0.00002764048,0.9970251,0.0006085677,0.0004339776,0.0009336347,0.000006780738],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4523369,0.001138659,0.4810603,0.0003102779,0.0002032749,0.0002261456,0.0006129044,0.000972116,0.06313933],"genre_scores_gemma":[0.9674736,0.0004582902,0.02464925,0.00003576393,0.00004357784,0.00009036197,0.0002201878,0.00006229701,0.006966738],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005031106,"threshold_uncertainty_score":0.01000363,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008073499053991347,"score_gpt":0.2006516883787107,"score_spread":0.1925781893247193,"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."}}