{"id":"W4360762373","doi":"10.14796/jwmm.c498","title":"Bioretention Model for Urban Runoff Treatment in a Tropical Climate: A Case Study at the Universiti Sains Malaysia","year":2023,"lang":"en","type":"article","venue":"Journal of Water Management Modeling","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bioretention; Stormwater; Environmental science; Surface runoff; Pollutant; Low-impact development; Environmental engineering; Hydrology (agriculture); Stormwater management; Engineering; Geotechnical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005960439,0.0001880882,0.0002087241,0.0002963252,0.0003354416,0.00005940216,0.0002703056,0.00003385323,0.00006340773],"category_scores_gemma":[0.000002149374,0.0001153227,0.0001825176,0.0002678843,0.00004388247,0.0003488691,0.0005416268,0.0000894935,0.00008162497],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001168188,"about_ca_system_score_gemma":0.000004044444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001520457,"about_ca_topic_score_gemma":0.0003905014,"domain_scores_codex":[0.9982908,0.0000794162,0.0005027996,0.0002820608,0.000356938,0.0004879678],"domain_scores_gemma":[0.9995025,0.00001672646,0.0001132385,0.0002804895,0.00001551696,0.00007151943],"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":[0.0001240111,0.0003113624,0.01689294,0.00001610271,0.0001276364,0.001505964,0.004681502,0.9749146,0.0001687264,0.00005835504,0.0007813896,0.0004173897],"study_design_scores_gemma":[0.002000277,0.0002634601,0.0008208868,0.00001509475,0.0002914238,0.00006407404,0.00634255,0.9893116,0.00001814172,0.0002457429,0.0004848551,0.0001418957],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9690281,0.00000815077,0.02886278,0.0006502573,0.0001121145,0.001053726,0.000006726515,0.00003214895,0.0002460007],"genre_scores_gemma":[0.9958277,0.000040042,0.0009184991,0.00004286134,0.00003819001,0.00005616946,0.000008712547,0.00002245283,0.003045415],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02794428,"threshold_uncertainty_score":0.4702723,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03826778363098581,"score_gpt":0.2547725399149923,"score_spread":0.2165047562840064,"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."}}