{"id":"W4403025960","doi":"10.1016/b978-0-443-14009-9.00004-3","title":"Flood forecasting in Canada","year":2024,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Environment and Climate Change Canada; University of Calgary; University of Saskatchewan","funders":"","keywords":"Flood myth; Geography; Flood forecasting; Meteorology; Environmental science; Archaeology","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":[0.0006317487,0.0005018688,0.000337654,0.001866135,0.001760666,0.00306108,0.0006514421,0.0005967305,0.0353437],"category_scores_gemma":[0.00146474,0.0002931869,0.0002464759,0.004177853,0.0004569621,0.001105131,0.0005203345,0.000678069,0.005875406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01460592,"about_ca_system_score_gemma":0.03436559,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9873176,"about_ca_topic_score_gemma":0.9921136,"domain_scores_codex":[0.9997273,0.00001605602,0.00001108263,0.00003060077,0.0001625053,0.0000524317],"domain_scores_gemma":[0.9993827,0.00005645866,0.000018479,0.00002174407,0.0004496111,0.00007100998],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003093084,0.00002002988,0.007391144,0.00007434053,0.00001159398,0.00007620885,0.000304541,0.006311974,0.0003519757,0.01077913,0.4257729,0.5488752],"study_design_scores_gemma":[0.000006783639,0.00001506516,0.01924081,0.0002337701,0.00001803145,0.0000606746,0.0009347564,0.01600113,0.0004028526,0.003923755,0.9591302,0.00003238269],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04605997,0.05879819,0.02882766,0.03386722,0.003158734,0.0001662256,0.02723296,0.004762603,0.7971265],"genre_scores_gemma":[0.1134311,0.03188631,0.01100138,0.0005185518,0.0002529916,0.00003333127,0.00810795,0.0004108738,0.8343574],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0353437,"threshold_uncertainty_score":0.1182365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01352915562897628,"score_gpt":0.1895148568515754,"score_spread":0.1759857012225992,"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."}}