{"id":"W1828741277","doi":"10.14796/jwmm.r241-09","title":"Using the PCSWMM 2010 SRTC Tool to Design a Compost Biofilter for Highway Stormwater Runoff Treatment","year":2011,"lang":"en","type":"article","venue":"Journal of Water Management Modeling","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Stormwater; Surface runoff; Biofilter; Compost; Stormwater management; Environmental science; Environmental engineering; Hydrology (agriculture); Waste management; Engineering; Geotechnical engineering; Ecology; Biology","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":[0.0009292795,0.0003102832,0.0002920495,0.0002267525,0.0003938547,0.0001185597,0.0006589858,0.00005066766,0.0004664732],"category_scores_gemma":[0.00000347447,0.0001694167,0.0002385896,0.0001360138,0.00006179188,0.0005778859,0.000436884,0.0001101105,0.0002059525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006105835,"about_ca_system_score_gemma":0.00000642307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001836759,"about_ca_topic_score_gemma":0.00001652723,"domain_scores_codex":[0.9978004,0.00008749884,0.0007021368,0.000333472,0.0004514738,0.0006249814],"domain_scores_gemma":[0.9991601,0.00001784279,0.0001741369,0.0004717802,0.0000443124,0.0001318984],"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":[0.0006736016,0.0005670064,0.001010831,0.00003686446,0.0007450522,0.00008309893,0.008847667,0.9515338,0.02353097,0.0001675371,0.009949113,0.002854469],"study_design_scores_gemma":[0.005392758,0.00230963,0.001258714,0.0001983384,0.002253007,0.0001006752,0.001558327,0.8567799,0.04071874,0.004877162,0.0828615,0.001691256],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2697417,0.00001643703,0.7270306,0.0005781499,0.000624674,0.001131948,0.000004371223,0.00002842642,0.0008437249],"genre_scores_gemma":[0.7760833,0.00001524999,0.2204786,0.0004947007,0.000156371,0.00006771676,0.000003481762,0.00004895748,0.002651613],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.506552,"threshold_uncertainty_score":0.6908613,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1518115370422764,"score_gpt":0.2648746166021126,"score_spread":0.1130630795598362,"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."}}