{"id":"W2921445092","doi":"10.2166/wqrj.2000.042","title":"Review of Water Quality Impacts of Winter Operation of Urban Drainage","year":2000,"lang":"en","type":"article","venue":"Water Quality Research Journal","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada","funders":"","keywords":"Snowmelt; Meltwater; Environmental science; Water quality; Stormwater; Surface runoff; Snow; Drainage; Urban runoff; Deposition (geology); Hydrology (agriculture); Environmental engineering; Meteorology; Geography; Geology; Sediment; Ecology","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":[0.01508208,0.0001514005,0.0004534636,0.0001358324,0.0001962326,0.00004133546,0.00064495,0.00006446314,0.02896656],"category_scores_gemma":[0.000149066,0.00008923188,0.0002570605,0.0002120222,0.0007122798,0.0006559712,0.000378608,0.0004385515,0.0004943142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002512838,"about_ca_system_score_gemma":0.0000239046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001388756,"about_ca_topic_score_gemma":0.00007248079,"domain_scores_codex":[0.9938486,0.002282278,0.001395754,0.000264707,0.001547927,0.0006607355],"domain_scores_gemma":[0.9988126,0.00007044191,0.0001655407,0.0005913356,0.0001599765,0.0002001752],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005556644,0.001481918,0.06845514,0.007227148,0.0003444992,0.00001994084,0.01832172,0.0002280157,0.8187609,0.0005181886,0.07792055,0.006166297],"study_design_scores_gemma":[0.002635201,0.001285009,0.1611705,0.004618207,0.0001310354,0.00005932846,0.0008456781,0.00008376445,0.7016466,0.006412943,0.1203185,0.0007932613],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9808332,0.0007576042,0.0001959461,0.002647906,0.00005635238,0.0004940059,0.00002657196,0.00001040949,0.01497803],"genre_scores_gemma":[0.9943396,0.001170958,0.000268439,0.0001935569,0.00005288489,0.000008237089,0.00002273584,0.00001438603,0.003929134],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1171143,"threshold_uncertainty_score":0.9719211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1089903235621711,"score_gpt":0.4081728619782762,"score_spread":0.299182538416105,"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."}}