{"id":"W2312000204","doi":"10.14796/jwmm.r207-07","title":"A Case in Support of Continuous Modeling for Stormwater Management System Design","year":2001,"lang":"en","type":"article","venue":"Journal of Water Management Modeling","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Philips (Canada)","funders":"","keywords":"Stormwater management; Stormwater; Storm; Environmental science; Low-impact development; Computer science; Civil engineering; Engineering; Surface runoff; Meteorology; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002150135,0.0002902791,0.0004905477,0.0005680333,0.0001354612,0.00006087679,0.000502267,0.00006611212,0.0001267185],"category_scores_gemma":[0.000003571792,0.0002253977,0.0002249127,0.0002303221,0.00004011018,0.0006701429,0.0004334879,0.0001520597,0.00004227913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005953424,"about_ca_system_score_gemma":0.000004171085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009646542,"about_ca_topic_score_gemma":0.00002262987,"domain_scores_codex":[0.9968697,0.00009399175,0.001405725,0.0003711251,0.000594067,0.0006653438],"domain_scores_gemma":[0.9991363,0.00001660078,0.0002885878,0.0003859707,0.00005562262,0.0001169609],"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":[0.0002603195,0.0001959118,0.0004612451,0.0002495824,0.0002132711,0.00379344,0.001008885,0.9911367,0.0002626452,0.000241945,0.001045235,0.001130821],"study_design_scores_gemma":[0.002492739,0.0002324985,0.0000114168,0.0001459879,0.000401441,0.0008529497,0.002286458,0.989194,0.0002013383,0.0009077623,0.002932887,0.0003405719],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2673523,0.00001966029,0.7281827,0.0001304419,0.0002285451,0.0008938495,0.000002274995,0.00002659153,0.003163615],"genre_scores_gemma":[0.9430812,0.00004448796,0.05532175,0.00009025427,0.00005300724,0.00006548468,0.000004356783,0.0000439484,0.001295527],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6757289,"threshold_uncertainty_score":0.9191452,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04191930474441109,"score_gpt":0.2338897914423182,"score_spread":0.1919704866979071,"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."}}