{"id":"W4243094386","doi":"10.32920/ryerson.14661942","title":"Development of stormwater exfiltration systems","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Impervious surface; Stormwater; Environmental science; Surface runoff; First flush; Pollutant; Civil engineering; Stormwater management; Water source; Environmental engineering; Engineering; Water resource management","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002356936,0.0001767552,0.0002147882,0.00004769836,0.00006921517,0.00007296555,0.0002908717,0.0001226553,0.002986843],"category_scores_gemma":[0.000004907662,0.0001599842,0.00006246746,0.00008542338,0.00006036791,0.0001502405,0.001480906,0.0001425856,0.0003153634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004081861,"about_ca_system_score_gemma":0.0000383493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006808134,"about_ca_topic_score_gemma":0.0005211364,"domain_scores_codex":[0.9984962,0.00004267795,0.0004490498,0.0003938368,0.0004276507,0.0001906333],"domain_scores_gemma":[0.9992841,0.00000677577,0.0001694986,0.0004741561,0.00001376453,0.00005172499],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000610726,0.003080893,0.2156115,0.003924984,0.002068589,0.00009467086,0.06964208,0.259199,0.2385265,0.004236099,0.1809725,0.02258213],"study_design_scores_gemma":[0.001098933,0.00007528858,0.3297229,0.0008026274,0.0004153104,0.00001390971,0.006429555,0.01897633,0.06833802,0.0002892348,0.5703368,0.003501082],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8375657,0.000101719,0.07483301,0.00006786356,0.001218415,0.0007100543,0.000006141653,0.0001181946,0.08537889],"genre_scores_gemma":[0.9476172,0.0000073309,0.04123831,0.00002389075,0.00002753654,0.0001046912,0.0001388029,0.00001650071,0.01082575],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3893643,"threshold_uncertainty_score":0.9979246,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02904223704562437,"score_gpt":0.2216407206817933,"score_spread":0.192598483636169,"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."}}