{"id":"W4412291383","doi":"","title":"Performance-evaluation of urban drainage models","year":2021,"lang":"en","type":"article","venue":"Technical University of Denmark, DTU Orbit (Technical University of Denmark, DTU)","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kruger (Canada)","funders":"","keywords":"Drainage; Environmental science; Geography; Hydrology (agriculture); Geology; Geotechnical engineering; Ecology; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003066392,0.001438798,0.001005747,0.0008807108,0.0005145891,0.001297038,0.001196314,0.0009914757,0.003496272],"category_scores_gemma":[0.006140318,0.0004582775,0.0008895836,0.001357999,0.0005310397,0.001105815,0.0006813259,0.0005877799,0.0004261329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002690048,"about_ca_system_score_gemma":0.001791257,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05771217,"about_ca_topic_score_gemma":0.03083241,"domain_scores_codex":[0.9981827,0.001040177,0.0001016958,0.0002437736,0.0002795531,0.0001521541],"domain_scores_gemma":[0.9934283,0.004546834,0.0002595644,0.0004952244,0.001058369,0.0002116804],"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":[0.0001788508,0.0001382533,0.00142111,0.00003098351,0.0000326976,0.00001280036,0.00001599492,0.9906051,0.0003045524,0.0004443715,0.0003834894,0.006431755],"study_design_scores_gemma":[0.00003014186,0.00007013101,0.0004617904,0.000004100679,0.0000117556,0.000004851297,0.00001275304,0.9983373,0.0006890115,0.0001925889,0.0001804678,0.00000516415],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9446294,0.0005485915,0.0395944,0.0004084216,0.00009823938,0.0001678633,0.002689869,0.00274319,0.009120062],"genre_scores_gemma":[0.9855903,0.0001251693,0.01142803,0.00002631906,0.00001145392,0.00003922456,0.001400956,0.0001526759,0.001225917],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05771217,"threshold_uncertainty_score":0.1147525,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02538315598354497,"score_gpt":0.2052912455411206,"score_spread":0.1799080895575756,"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."}}