{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000675565,0.000356364,0.0002712728,0.0004519846,0.0003415024,0.0006469169,0.0007318464,0.0004246265,0.003070339],"category_scores_gemma":[0.0004606171,0.0002176668,0.0003310185,0.0004504422,0.0002184371,0.0008508352,0.0005651103,0.0006511047,0.001227539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000544672,"about_ca_system_score_gemma":0.0007493828,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001739363,"about_ca_topic_score_gemma":0.002042667,"domain_scores_codex":[0.9993949,0.00004252798,0.00004297466,0.00009872597,0.0003603935,0.00006039109],"domain_scores_gemma":[0.9997151,0.00001552552,0.00003054741,0.00002568724,0.0001739896,0.00003916016],"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":[0.0002194338,0.0003463496,0.003568532,0.0004903729,0.00003069431,0.0002386334,0.0001742687,0.006244388,0.8055518,0.002716682,0.002317554,0.1781013],"study_design_scores_gemma":[0.00005931607,0.001085886,0.009195149,0.00004465404,0.00004457448,0.0003757399,0.00008443484,0.01332481,0.8913099,0.0003188027,0.08412477,0.00003184604],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.6926717,0.001137654,0.2614201,0.0005377855,0.0002373434,0.002516778,0.002746154,0.005047508,0.03368499],"genre_scores_gemma":[0.6644692,0.00189626,0.30266,0.0001593717,0.00004445893,0.0007273193,0.003337577,0.000172881,0.02653285],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.003070339,"threshold_uncertainty_score":0.01027125,"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."}}