{"id":"W2443930361","doi":"10.14796/jwmm.r223-09","title":"Continuous Simulation Approach to Centralized Stormwater Management Design for Partial Treatment of Urbanizing Subwatersheds","year":2005,"lang":"en","type":"article","venue":"Journal of Water Management Modeling","topic":"Water Resources and Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Philips (Canada)","funders":"","keywords":"Stormwater; Stormwater management; Environmental science; Hydrology (agriculture); Water resource management; Surface runoff; Geology; Geotechnical engineering","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":[0.0006814286,0.0002772958,0.0004154351,0.000228655,0.0001146054,0.00008605069,0.0003403921,0.00004415,0.00008263049],"category_scores_gemma":[0.000001608429,0.0001838189,0.000239064,0.000101565,0.00002376283,0.0003404765,0.0002003138,0.00004460528,0.00003302177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004169334,"about_ca_system_score_gemma":0.000001602028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002470607,"about_ca_topic_score_gemma":0.000001606716,"domain_scores_codex":[0.9976234,0.00006815312,0.0008833318,0.0003383672,0.0005245295,0.0005621578],"domain_scores_gemma":[0.9993081,0.00001273275,0.0002157534,0.0002748648,0.00003484376,0.0001536965],"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":[0.0005584834,0.0004853662,0.0001432013,0.00007466084,0.0003060566,0.00001092298,0.003188953,0.9801536,0.0009535944,0.00007311582,0.0003290607,0.01372294],"study_design_scores_gemma":[0.003698535,0.0006777701,0.00006420019,0.00005957089,0.0005086355,0.000004309118,0.0006389143,0.8997257,0.01102393,0.0002762171,0.08298405,0.0003382224],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2661154,0.00002813695,0.7307074,0.0002780011,0.0001256581,0.001327302,0.000001556137,0.00001900766,0.001397579],"genre_scores_gemma":[0.8740041,0.00004191971,0.1240426,0.0001151508,0.0001369697,0.00005735037,0.00000756136,0.00003404259,0.001560314],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6078887,"threshold_uncertainty_score":0.7495916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04446972900955436,"score_gpt":0.246480172099091,"score_spread":0.2020104430895367,"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."}}