{"id":"W4226018633","doi":"10.1007/978-981-19-0656-5_45","title":"Aerodynamic Mitigation of Low-Rise Building Roofs","year":2022,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Wind and Air Flow Studies","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Lakehead University","funders":"","keywords":"Aerodynamics; Architectural engineering; Environmental science; Aerospace engineering; Engineering; Aeronautics","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":[0.0001300076,0.0004554752,0.0004136417,0.0002634367,0.0004680328,0.0004986131,0.000546621,0.0003347867,0.004414996],"category_scores_gemma":[0.0001640696,0.0001192102,0.0003068823,0.000162066,0.0002037533,0.0002405013,0.0004656396,0.0004516414,0.0007898291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001873139,"about_ca_system_score_gemma":0.0002473614,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00108939,"about_ca_topic_score_gemma":0.002665362,"domain_scores_codex":[0.9998385,0.00002371561,0.000002248355,0.00001709458,0.00006320538,0.00005521716],"domain_scores_gemma":[0.9998866,0.00002268279,0.00001240713,0.00002294779,0.00003683087,0.00001848161],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003334847,0.0003025389,0.004118661,0.0003399651,0.00008018495,0.0004370224,0.0002141046,0.2112599,0.3343487,0.008902658,0.007938456,0.4317243],"study_design_scores_gemma":[0.00009429756,0.001926294,0.06814614,0.0002420717,0.0002604791,0.001027358,0.001465905,0.5554343,0.2996945,0.01029608,0.06131626,0.00009625228],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7465373,0.002932869,0.1704492,0.0004916868,0.0004124548,0.0000475267,0.0002020512,0.001574224,0.07735261],"genre_scores_gemma":[0.9832803,0.0003484924,0.008035518,0.00002708421,0.0000443668,0.000006805226,0.0000785385,0.00005419283,0.008124616],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004414996,"threshold_uncertainty_score":0.01476967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003932023899099519,"score_gpt":0.181949666877676,"score_spread":0.1780176429785765,"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."}}