{"id":"W4414964998","doi":"10.1038/s41597-025-06046-w","title":"Aerodynamic dataset for selected doubly curved membrane canopy structures","year":2025,"lang":"en","type":"article","venue":"Scientific Data","topic":"Wind and Air Flow Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"HORIZON EUROPE Framework Programme; Horizon 2020 Framework Programme; European Commission","keywords":"Aerodynamics; Wind tunnel; Ridge; Flow (mathematics); Scale (ratio); Arch; Boundary (topology); Canopy; Conical surface","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":[0.0005874112,0.0001488937,0.0001566863,0.00006321746,0.0006774947,0.0002342594,0.001691391,0.00003986981,0.0006503537],"category_scores_gemma":[0.0002296958,0.000121888,0.00002305098,0.0008656417,0.0003649903,0.0004024475,0.001596227,0.00008117344,0.0001579645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005723779,"about_ca_system_score_gemma":0.00005728414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002878926,"about_ca_topic_score_gemma":0.003478577,"domain_scores_codex":[0.9981576,0.00003286415,0.0001994498,0.0009490869,0.0002760506,0.0003849668],"domain_scores_gemma":[0.9981348,0.00006613761,0.00005192599,0.001664595,0.0000188792,0.00006369789],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002139126,0.00003309802,0.001249074,0.00002136544,0.00002458122,0.000001029582,0.0000387722,0.0001142401,0.02659322,0.00009645471,0.969054,0.002752807],"study_design_scores_gemma":[0.0005709828,0.00001412797,0.03085792,0.00001519644,0.00004847074,0.000001199691,0.00005226577,0.005000469,0.003718583,0.000717786,0.9587817,0.0002212755],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5564262,0.0005288025,0.003685537,0.004876143,0.01125416,0.002835591,0.411156,0.0003679816,0.008869558],"genre_scores_gemma":[0.80408,0.00001491201,0.006011331,0.0005851452,0.0001179184,0.00005548458,0.1696054,0.00002465841,0.01950512],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2476538,"threshold_uncertainty_score":0.7120917,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02408599901505776,"score_gpt":0.2839807152791562,"score_spread":0.2598947162640985,"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."}}