{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002293711,0.001021632,0.001044731,0.0008554232,0.0007283762,0.001686487,0.001245542,0.002355773,0.007278692],"category_scores_gemma":[0.001055871,0.0008616594,0.0008491838,0.0004970485,0.001094321,0.001261385,0.001919692,0.001165773,0.0008805828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009603287,"about_ca_system_score_gemma":0.001110036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05994976,"about_ca_topic_score_gemma":0.02015379,"domain_scores_codex":[0.9997966,0.00003126283,0.000007813748,0.00003710139,0.00005457032,0.00007261689],"domain_scores_gemma":[0.9995788,0.0001578186,0.00005434407,0.00003009517,0.00008419769,0.00009475216],"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":[0.00003122309,0.00001215406,0.0003442537,0.00001410257,0.000009526857,0.0001053508,0.0000186362,0.9972467,0.0005001597,0.0009154452,0.0001241491,0.0006782433],"study_design_scores_gemma":[0.000006710719,0.00001649796,0.0001967259,0.000003702574,0.00000343639,0.000009028805,0.00002336377,0.9991486,0.0001229948,0.0003417501,0.0001229527,0.000004114166],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6875104,0.0008385596,0.2133882,0.0008184621,0.0004410756,0.0002638523,0.001054694,0.0006331606,0.09505153],"genre_scores_gemma":[0.9824187,0.0002699409,0.001996628,0.00004425945,0.00002489906,0.00004321654,0.0001607064,0.00005111108,0.01499054],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05994976,"threshold_uncertainty_score":0.1192016,"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."}}