{"id":"W2747221121","doi":"10.1016/j.renene.2017.08.026","title":"Wind and tornado climatologies and wind resource modelling for a modern development situated in “Tornado Alley”","year":2017,"lang":"en","type":"article","venue":"Renewable Energy","topic":"Wind and Air Flow Studies","field":"Environmental Science","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Tornado; Wind speed; Meteorology; Environmental science; Maximum sustained wind; Wind power; Situated; Climatology; Wind direction; Geography; Engineering; Geology; Wind gradient; Computer science","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":[0.0001743389,0.000170806,0.0002325672,0.00003321852,0.0006207618,0.00009571579,0.0001878993,0.00008257403,0.00001396648],"category_scores_gemma":[0.00003286612,0.000150818,0.00002181466,0.0000328908,0.0001740066,0.0001990795,0.0004005268,0.00004601546,0.000001610012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006351533,"about_ca_system_score_gemma":0.00001418718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004221326,"about_ca_topic_score_gemma":0.003631081,"domain_scores_codex":[0.9988978,0.00001789736,0.0001958486,0.0003929044,0.0001369674,0.000358607],"domain_scores_gemma":[0.9995428,0.00005510727,0.00008941196,0.0002246187,0.000005895155,0.000082133],"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":[0.0001007197,0.00007419549,0.06029339,0.0000411246,0.00004447373,0.0000216295,0.001953419,0.9088713,0.003328569,0.00008505282,0.001589764,0.02359635],"study_design_scores_gemma":[0.003841647,0.0001845022,0.05734571,0.0003252103,0.00004497144,0.00003034168,0.001344012,0.5741466,0.01461619,0.008964815,0.3377144,0.001441618],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9877458,0.000753763,0.005364539,0.000337704,0.00004632031,0.0001093844,0.000003743651,0.00002814104,0.005610554],"genre_scores_gemma":[0.9926416,0.0003314479,0.004487193,0.00008297894,0.00003240164,0.00001390089,0.000004375634,0.00001634926,0.002389713],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3361246,"threshold_uncertainty_score":0.6381411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0233457908233488,"score_gpt":0.2229294177496561,"score_spread":0.1995836269263073,"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."}}