{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001355156,0.0003820739,0.0007883118,0.0003169612,0.0003874929,0.00001194329,0.001712412,0.0005054587,0.008133342],"category_scores_gemma":[0.0001490258,0.0005030686,0.000524146,0.001523566,0.001935659,0.0009685952,0.002451816,0.0005682691,0.0002821236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001069365,"about_ca_system_score_gemma":0.0001972688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006270802,"about_ca_topic_score_gemma":0.001019535,"domain_scores_codex":[0.9957759,0.0003832373,0.0005451667,0.0009097104,0.001777104,0.000608839],"domain_scores_gemma":[0.9972423,0.0002119972,0.0005917033,0.001302732,0.0003555712,0.000295683],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.004852979,0.01523409,0.1510442,0.001649621,0.002278181,0.001537533,0.005011773,0.05887272,0.3758372,0.05085851,0.2876984,0.0451248],"study_design_scores_gemma":[0.01885087,0.002580074,0.7540013,0.001417597,0.006405533,0.000225601,0.008065023,0.0960658,0.01611648,0.01083597,0.08071093,0.004724854],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7023239,0.0001529654,0.01712119,0.0005710496,0.00009835949,0.0009179158,0.00009430991,0.0001759409,0.2785444],"genre_scores_gemma":[0.9813914,0.0002530219,0.01215611,0.00003106473,0.00001426681,4.475905e-7,0.00003864947,0.00002638037,0.006088614],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.602957,"threshold_uncertainty_score":0.9997421,"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."}}