{"id":"W4392383245","doi":"10.32920/25336327","title":"Prediction Model Validation for Circular Flight Paths for CREATeV","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Advanced Aircraft Design and Technologies","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Flight test; Power (physics); Position (finance); Renewable energy; Aerospace engineering; Heading (navigation); Simulation; Computer science; Engineering; Electrical engineering; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001727697,0.0002216987,0.0001867677,0.00005756516,0.00009414204,0.00005717906,0.0002527664,0.0003697654,0.00007839956],"category_scores_gemma":[0.00006376441,0.0001898804,0.000181608,0.00006777691,0.00007144934,0.00009075772,0.0005465158,0.0002008688,0.00006873704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002620223,"about_ca_system_score_gemma":0.00001998934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001334866,"about_ca_topic_score_gemma":0.000002999839,"domain_scores_codex":[0.9986843,0.000006939788,0.000239271,0.0006649567,0.0001703206,0.0002341607],"domain_scores_gemma":[0.9994433,0.00004301679,0.00007221248,0.0003888145,0.0000149135,0.00003772741],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007617425,0.0001578731,0.0003129732,0.00101754,0.000134996,0.000003497389,0.0003044255,0.7930567,0.06880181,0.0230567,0.04443328,0.06864399],"study_design_scores_gemma":[0.0001178174,0.00004144221,0.00001295022,0.00002977324,0.00005960737,8.674157e-7,0.00002208553,0.4474509,0.0396537,0.5078681,0.004575807,0.0001669273],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.007426344,0.00009987153,0.9833485,0.0005217716,0.0003834139,0.001938065,0.0003508026,0.0009240436,0.005007186],"genre_scores_gemma":[0.7700195,0.000142506,0.2150785,0.00009554176,0.0001247602,0.003679133,0.000534697,0.00008328786,0.01024208],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.76827,"threshold_uncertainty_score":0.7743099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03494839569492215,"score_gpt":0.2618950676299619,"score_spread":0.2269466719350398,"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."}}