{"id":"W4403916832","doi":"10.2139/ssrn.5005016","title":"Modeling Impact of Drones on Flat Plates","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Guidance and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"National Research Council Canada; University of Guelph","funders":"","keywords":"Drone; Computer science; Geometry; Mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0006943577,0.0003435934,0.0005054947,0.0002493227,0.0000391461,0.00008278419,0.0003275824,0.0002569054,0.00001148595],"category_scores_gemma":[0.00001130403,0.0002759794,0.0005556837,0.00008550689,0.00001012977,0.00004640532,0.0000823813,0.004609582,0.0000565351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001567045,"about_ca_system_score_gemma":0.001180607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002105656,"about_ca_topic_score_gemma":0.0002035946,"domain_scores_codex":[0.9974514,0.00002887359,0.0005165064,0.000205244,0.0002645351,0.001533465],"domain_scores_gemma":[0.9995319,0.00002090588,0.00005841109,0.0002632552,0.00005857363,0.0000669022],"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":[0.00002777036,0.000007517819,0.00005056166,0.0001432859,0.001223276,0.000005636098,0.0001460632,0.9877076,0.002213889,0.004902313,0.00007312239,0.003498936],"study_design_scores_gemma":[0.0002509567,0.0001969761,0.00001225136,0.0006881499,0.0001044637,0.000146943,0.000170139,0.7373218,0.0002019802,0.2606089,0.00001467671,0.0002827255],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9448541,0.0454291,0.006870059,0.00004318205,0.00111008,0.0001577706,0.00001443935,0.0001549174,0.001366313],"genre_scores_gemma":[0.993279,0.005604766,0.000009439774,0.000002615767,0.0008007488,0.00001152965,0.00000575821,0.00008816668,0.0001979218],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2557066,"threshold_uncertainty_score":0.9999692,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007955227683439172,"score_gpt":0.2396842126822837,"score_spread":0.2317289849988445,"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."}}