{"id":"W4402167502","doi":"10.2139/ssrn.4944018","title":"Evaluation of Wind Flow and Structural Loads by the Dynamic Terrain Approach","year":2024,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Landslides and related hazards","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Terrain; Flow (mathematics); Environmental science; Computer science; Marine engineering; Geology; Meteorology; Engineering; Mechanics; Geography; Cartography; Physics","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":[0.0002102675,0.0005449319,0.0004422564,0.001884686,0.0002639599,0.0005843176,0.0004026809,0.0003964429,0.003178124],"category_scores_gemma":[0.0008104738,0.0002436973,0.0003539186,0.001052524,0.0002813074,0.0007212277,0.0003782474,0.0002032021,0.0003690108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002713672,"about_ca_system_score_gemma":0.0003657021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006680993,"about_ca_topic_score_gemma":0.007234315,"domain_scores_codex":[0.9998488,0.00003740012,0.000005979061,0.00001888918,0.00006527263,0.00002353996],"domain_scores_gemma":[0.9997852,0.0001045333,0.00002051926,0.00001561243,0.0000568571,0.00001723307],"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":[0.0003508379,0.0002019003,0.02130197,0.0000910966,0.00005574054,0.0002530666,0.00006624802,0.8559139,0.0169534,0.00285805,0.0003402141,0.1016135],"study_design_scores_gemma":[0.00001300426,0.0001143309,0.009057652,0.000005313906,0.00001225577,0.00004399343,0.00004981478,0.9884262,0.001411314,0.000625152,0.0002307691,0.00001023866],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7440419,0.0002677489,0.2401984,0.00007818861,0.0000402398,0.0001231162,0.0004548748,0.0004408175,0.01435474],"genre_scores_gemma":[0.9859042,0.00008759183,0.01263786,0.000006127022,0.000008759771,0.00002295654,0.0001221033,0.00003256848,0.001177725],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006680993,"threshold_uncertainty_score":0.01328421,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004830063925773246,"score_gpt":0.2335170526309148,"score_spread":0.2286869887051416,"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."}}