{"id":"W3169364637","doi":"10.5194/egusphere-egu21-744","title":"Observational Simulation of Extreme Weather Conditions and Aviation Meteorology Applications","year":2021,"lang":"en","type":"article","venue":"","topic":"Meteorological Phenomena and Simulations","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Ontario Tech University; Environment and Climate Change Canada","funders":"","keywords":"Environmental science; Icing; Meteorology; Aviation; Visibility; Extreme weather; Wind speed; Atmospheric sciences; Aerospace engineering; Physics; Climate change; Engineering; Geology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000521977,0.0002779642,0.0002143383,0.0003333732,0.0002202432,0.0005504555,0.0005129275,0.0005413582,0.001485002],"category_scores_gemma":[0.001974956,0.0001719135,0.0003461868,0.0008162101,0.0001785763,0.0005240159,0.0003286686,0.000499965,0.0002778312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004465837,"about_ca_system_score_gemma":0.0005222696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03590585,"about_ca_topic_score_gemma":0.02041969,"domain_scores_codex":[0.9997931,0.00007507367,0.00001898855,0.00005010665,0.00003850636,0.0000242848],"domain_scores_gemma":[0.9993599,0.000247895,0.0001059544,0.00008294944,0.0001302669,0.00007309052],"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":[0.00008846889,0.0001517362,0.05088925,0.00007003052,0.00006581325,0.00009857002,0.00006470615,0.9274699,0.001598728,0.00246249,0.003806575,0.01323377],"study_design_scores_gemma":[0.00002961247,0.00004072654,0.02418362,0.00001021394,0.00001491254,0.00001359642,0.00004476345,0.9712483,0.0004510286,0.0009749876,0.002974221,0.00001408163],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8952507,0.0005471518,0.06405147,0.001007115,0.0003520976,0.0003231825,0.01579254,0.001223935,0.02145193],"genre_scores_gemma":[0.9844073,0.0002741593,0.009439207,0.00004899324,0.0000537093,0.00008983495,0.00458878,0.00003321206,0.001064809],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03590585,"threshold_uncertainty_score":0.07139367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08749840487002665,"score_gpt":0.2762695220933616,"score_spread":0.188771117223335,"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."}}