{"id":"W4392367249","doi":"10.32920/25336327.v1","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":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Flight test; Power (physics); Renewable energy; Aerospace engineering; Position (finance); Model validation; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006928483,0.0006827348,0.0003641151,0.0003979786,0.0006104419,0.0005849171,0.0005238159,0.0008583144,0.00127343],"category_scores_gemma":[0.001539193,0.0002585521,0.0006846077,0.0003225564,0.0003018208,0.0003715094,0.0003851162,0.0007231027,0.0002820992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008932903,"about_ca_system_score_gemma":0.001041675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08188652,"about_ca_topic_score_gemma":0.04375288,"domain_scores_codex":[0.9997864,0.00004143562,0.00001145375,0.00006786953,0.00004739982,0.00004540166],"domain_scores_gemma":[0.9992329,0.0003846983,0.00005802749,0.00005695036,0.0002402752,0.00002722164],"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":[0.00008322057,0.00006443826,0.006649663,0.00003456996,0.00001349015,0.00007029709,0.00005508229,0.9851748,0.001633235,0.0002297079,0.0004019924,0.005589509],"study_design_scores_gemma":[0.00000931572,0.00005690359,0.003114185,0.000005379676,0.000004283043,0.000007440183,0.00003882205,0.9947977,0.0016044,0.00007406066,0.0002789154,0.000008610202],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9689305,0.00006960193,0.02547078,0.0001250195,0.00003331454,0.00008810616,0.001188654,0.0004289038,0.003665105],"genre_scores_gemma":[0.9920947,0.0000300656,0.005412986,0.00001553083,0.000002262595,0.00005924903,0.001372539,0.00002622806,0.0009864207],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08188652,"threshold_uncertainty_score":0.1628198,"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."}}