{"id":"W2131665468","doi":"10.1061/9780784479025.026","title":"Stormwater Exfiltration System for Road Retrofit","year":2015,"lang":"en","type":"article","venue":"","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Stormwater; Retrofitting; Environmental science; Surface runoff; Storm; Sanitary sewer; Stormwater management; Combined sewer; Snowmelt; Civil engineering; Hydrology (agriculture); Environmental engineering; Meteorology; Engineering; Geography; Geotechnical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002868877,0.0005132826,0.0002187183,0.0007669061,0.0006185757,0.000684609,0.0006944832,0.0004367437,0.008390984],"category_scores_gemma":[0.0003757052,0.0001724327,0.0002655519,0.0005824024,0.0001766564,0.0006107608,0.0003628029,0.0002391607,0.001683476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00078336,"about_ca_system_score_gemma":0.0009600588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005264896,"about_ca_topic_score_gemma":0.01215759,"domain_scores_codex":[0.9996384,0.00003228385,0.00002324932,0.0000559935,0.0001912478,0.0000587694],"domain_scores_gemma":[0.9997408,0.00001886982,0.00003811495,0.00002604966,0.0001475005,0.00002863262],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007583915,0.0008209353,0.01591204,0.0004041702,0.00003071169,0.0006059649,0.000344324,0.02042521,0.528228,0.002457972,0.01034531,0.4196669],"study_design_scores_gemma":[0.0002268943,0.003375206,0.04998656,0.00005515684,0.0001493491,0.001522946,0.0005258402,0.07727043,0.7285733,0.0006972491,0.1375042,0.0001128972],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7086277,0.0003752864,0.248878,0.0003596595,0.0001017361,0.001403641,0.001367914,0.008047285,0.0308388],"genre_scores_gemma":[0.9197147,0.0002345415,0.05369934,0.00006831297,0.00001627227,0.0001842576,0.0009991708,0.0001098,0.02497364],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008390984,"threshold_uncertainty_score":0.02807069,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0380861172910058,"score_gpt":0.228433754428519,"score_spread":0.1903476371375132,"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."}}