{"id":"W1624119469","doi":"10.1139/cjce-2015-0034","title":"A 24-h design storm for the Fort McMurray region","year":2015,"lang":"en","type":"article","venue":"Canadian Journal of Civil Engineering","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Klohn Crippen Berger (Canada)","funders":"","keywords":"Surface runoff; Storm; Environmental science; Hydrology (agriculture); Stormwater; Meteorology; Geology; Geotechnical engineering; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0001922783,0.0001491627,0.0001121237,0.0002244632,0.0006628408,0.0004007826,0.0003535532,0.0002785383,0.001861988],"category_scores_gemma":[0.0003773478,0.00008875398,0.0002173106,0.0005159907,0.00023237,0.0001465798,0.0001872428,0.0002597349,0.0001315082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002496411,"about_ca_system_score_gemma":0.003171562,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2919151,"about_ca_topic_score_gemma":0.5141767,"domain_scores_codex":[0.9999083,0.00001209533,0.000003595211,0.0000163945,0.0000382964,0.00002129851],"domain_scores_gemma":[0.9998866,0.00002001391,0.00002309953,0.00001386099,0.00002879656,0.0000275155],"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":[0.001917127,0.0004329358,0.3797686,0.0003035415,0.0001039856,0.003636601,0.002428015,0.3492488,0.09586302,0.004265383,0.01999151,0.1420405],"study_design_scores_gemma":[0.0002889382,0.0009386923,0.6828554,0.00004468534,0.00006902604,0.0005009026,0.002123771,0.250407,0.02323382,0.001337409,0.03807459,0.000125791],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.986401,0.00004403051,0.004808313,0.0001710354,0.00001637024,0.0002088916,0.002035055,0.0002571926,0.006058022],"genre_scores_gemma":[0.989272,0.00006056659,0.00725848,0.00002566209,0.000007150614,0.00007310422,0.001098124,0.00002057568,0.002184354],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7080848,"threshold_uncertainty_score":0.5804321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03178301364673899,"score_gpt":0.1938108104571862,"score_spread":0.1620277968104472,"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."}}