{"id":"W3212935684","doi":"10.14796/jwmm.c477","title":"Stormwater Biofilter Media Performance Updates for WinSLAMM: Data Summary for Unit Process Components, Example Calculations and Model Use","year":2021,"lang":"en","type":"article","venue":"Journal of Water Management Modeling","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Alabama; University of Pennsylvania; U.S. Environmental Protection Agency; University of Alabama at Birmingham; Pennsylvania State University; Boeing","keywords":"Biofilter; Pollutant; Environmental science; Stormwater; Particulates; Leaching (pedology); Environmental engineering; Hydrology (agriculture); Engineering; Soil water; Surface runoff; Soil science; 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":[0.0006596807,0.0002199246,0.0002591296,0.0001557433,0.000337294,0.0001901341,0.0005613794,0.00005112483,0.00005345314],"category_scores_gemma":[0.00001534598,0.000169012,0.00008304007,0.0001101918,0.0000653154,0.002379361,0.0009230913,0.0001154326,0.000008348191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009105347,"about_ca_system_score_gemma":0.00001020786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003181487,"about_ca_topic_score_gemma":0.00004987842,"domain_scores_codex":[0.9980731,0.00003067256,0.0006130128,0.0004363684,0.0004013743,0.0004454994],"domain_scores_gemma":[0.9990582,0.00004257266,0.0001494673,0.0005302487,0.0001023134,0.0001172179],"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":[0.0001493187,0.0002328406,0.007029437,0.0002950679,0.0002902607,0.00001332297,0.00130856,0.9816079,0.002815692,0.000164525,0.005015967,0.001077104],"study_design_scores_gemma":[0.001142802,0.00003704178,0.0005949044,0.00006934895,0.000325173,0.00000977733,0.000203835,0.9835756,0.0007090979,0.001496618,0.01158273,0.0002530413],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6077259,0.00004154814,0.3909802,0.0004703001,0.0001470151,0.0004423579,0.0000725784,0.0000187911,0.0001013281],"genre_scores_gemma":[0.9075162,0.0001366913,0.08982413,0.0002457924,0.00009530171,0.00004272879,0.0006940163,0.00004418337,0.001400923],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3011561,"threshold_uncertainty_score":0.689211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1478955800539281,"score_gpt":0.279242076671036,"score_spread":0.131346496617108,"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."}}