{"id":"W2614056839","doi":"","title":"Validating Quantitative Stormwater Simulations in Edmonton Using MIKE URBAN","year":2017,"lang":"en","type":"article","venue":"World Academy of Science, Engineering and Technology, International Journal of Civil and Environmental Engineering","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Stormwater; Environmental science; Environmental planning; Computer science; Surface runoff; Ecology","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":[0.001281281,0.0008141626,0.0004746913,0.0004625054,0.001075952,0.0008803311,0.001560862,0.0009920563,0.006083655],"category_scores_gemma":[0.001980649,0.0006939113,0.0006040809,0.0004045625,0.0008284114,0.0008956647,0.0009980866,0.001098097,0.0006088722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001860871,"about_ca_system_score_gemma":0.003201634,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.131456,"about_ca_topic_score_gemma":0.2257807,"domain_scores_codex":[0.9996146,0.00007594316,0.00002264464,0.00007317535,0.0001211014,0.00009257891],"domain_scores_gemma":[0.998776,0.0005793573,0.0000443451,0.0001636702,0.0003143916,0.0001222084],"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":[0.0002909389,0.0005506506,0.009580721,0.00008995136,0.00005910879,0.0002127518,0.0003280472,0.9596739,0.007242461,0.003288665,0.005618581,0.0130641],"study_design_scores_gemma":[0.00009998133,0.00006951681,0.001638267,0.00001140586,0.00001126012,0.00001245663,0.0001124659,0.9896931,0.004784656,0.0003388281,0.003205514,0.00002259404],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9381323,0.0001115761,0.02375091,0.0004662603,0.0002172652,0.0001597289,0.002413702,0.004648913,0.03009923],"genre_scores_gemma":[0.951472,0.00007577443,0.03925469,0.0001274676,0.00001589517,0.0001329318,0.002649228,0.0006966595,0.005575382],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.868544,"threshold_uncertainty_score":0.2613816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01347855875366376,"score_gpt":0.2483910301108536,"score_spread":0.2349124713571898,"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."}}