{"id":"W2282278823","doi":"10.1177/0309524x16642082","title":"Computational modeling of wind flow over the University of Calgary campus","year":2016,"lang":"en","type":"article","venue":"Wind Engineering","topic":"Wind and Air Flow Studies","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Roof; Terrain; University campus; Wind speed; Wind power; Turbulence; Meteorology; Marine engineering; Environmental science; Computational fluid dynamics; Resource (disambiguation); Wind direction; Wind engineering; Flow (mathematics); Architectural engineering; Civil engineering; Engineering; Computer science; Aerospace engineering; Geography; Cartography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005178347,0.00004858422,0.00006755326,0.00001063863,0.00003989343,0.000001097713,0.0000862263,0.00001738596,0.0001755447],"category_scores_gemma":[0.000007581502,0.00003129356,0.00003150628,0.0000557922,0.0000533047,0.00006128844,0.00007790587,0.00002881158,0.00001212173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002630076,"about_ca_system_score_gemma":0.000003325653,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006023343,"about_ca_topic_score_gemma":0.000003814472,"domain_scores_codex":[0.999665,0.00000438016,0.00006399304,0.0000719768,0.0001110936,0.00008354792],"domain_scores_gemma":[0.999859,0.00003631231,0.0000175475,0.00006455538,0.000004113006,0.00001851203],"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":[0.000002428984,0.000006497529,0.005694174,0.0000050405,0.00001151446,9.964924e-7,0.0002978279,0.9888759,0.002666924,0.00004561949,0.00009118467,0.00230195],"study_design_scores_gemma":[0.0002023052,0.000009281923,0.07658029,0.0000347053,0.000007274293,0.0000010393,0.00004653284,0.9221775,0.0001493123,0.00006866006,0.0006605443,0.00006259362],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9368957,0.00003275993,0.06217028,0.00006819962,0.00005012929,0.00003261537,0.000004997156,0.00001035619,0.000734953],"genre_scores_gemma":[0.9978569,0.000005770089,0.002039016,0.000005695107,0.00001617048,4.584082e-8,4.61956e-7,0.000003670086,0.00007224004],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07088611,"threshold_uncertainty_score":0.1922092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00508391669415619,"score_gpt":0.1591949420443241,"score_spread":0.1541110253501679,"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."}}