{"id":"W7132922514","doi":"","title":"Dynamics of Extreme Wind Speeds in Canada and Their Response to Climate Change","year":2024,"lang":"","type":"dissertation","venue":"TSpace","topic":"Climate variability and models","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Middle latitudes; Extratropical cyclone; Climate change; Climate model; Wind speed; Extreme weather; Extreme value theory; Temporal resolution; Latitude","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015484,0.0002548059,0.0001772616,0.0005368786,0.001087444,0.001253815,0.0004930954,0.0003251068,0.00138133],"category_scores_gemma":[0.0006970442,0.0001847467,0.0004062153,0.000959859,0.0003616475,0.0003118996,0.0005266715,0.0004491251,0.0001046755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01991934,"about_ca_system_score_gemma":0.01338373,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9924057,"about_ca_topic_score_gemma":0.9933455,"domain_scores_codex":[0.9998497,0.00001056192,0.00000521043,0.00002685326,0.00004555048,0.00006207591],"domain_scores_gemma":[0.9996606,0.00002787369,0.00003875223,0.00001111218,0.0001850048,0.00007667264],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002630054,0.00007709084,0.8416676,0.00007506763,0.0001717781,0.0004598908,0.001047504,0.1206069,0.00408022,0.004822514,0.004252305,0.02247626],"study_design_scores_gemma":[0.00002359368,0.0000213206,0.9079712,0.00002644181,0.00003197386,0.00005223216,0.00132606,0.08521304,0.0004735763,0.0006876184,0.004121442,0.00005156017],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940494,0.0001642813,0.0003135762,0.0003537493,0.000008585302,0.00001026532,0.00164729,0.00003841607,0.003414543],"genre_scores_gemma":[0.9975731,0.0001967905,0.0002350967,0.00002565006,0.000001544177,0.000003139357,0.0007885557,0.000005941764,0.001170201],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01991934,"threshold_uncertainty_score":0.1445256,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03507912960868442,"score_gpt":0.2832356262282639,"score_spread":0.2481564966195795,"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."}}