{"id":"W2313949321","doi":"10.2166/wst.2014.122","title":"Improving sediment removal in standard stormwater sumps","year":2014,"lang":"en","type":"article","venue":"Water Science & Technology","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Stormwater; Sediment; Surface runoff; Environmental science; Hydrology (agriculture); Environmental engineering; Drainage; Geotechnical engineering; Geology; Geomorphology","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":[0.00133693,0.000182098,0.0001817926,0.0007124356,0.0003278393,0.00007002338,0.001130973,0.0001043441,0.0004594184],"category_scores_gemma":[0.00004448408,0.000133151,0.00003061844,0.00118904,0.001721623,0.0006334509,0.001566516,0.0002232558,0.00115391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008529034,"about_ca_system_score_gemma":0.00001518216,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003808149,"about_ca_topic_score_gemma":0.0003285359,"domain_scores_codex":[0.9973774,0.00003134239,0.0002834815,0.0007374007,0.0005536629,0.001016741],"domain_scores_gemma":[0.999128,0.000006657046,0.0000509348,0.0007069879,0.00001433358,0.00009311707],"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":[0.00002800239,0.0001333603,0.1641476,0.00001199314,0.000005280759,0.00006582653,0.001648196,0.001384499,0.7900661,0.004087774,0.001063592,0.03735779],"study_design_scores_gemma":[0.001384208,0.0005528845,0.01475143,0.00002396203,0.00002137798,0.00008272024,0.0003783216,0.009599739,0.6193035,0.01295601,0.3400129,0.0009329035],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9751669,0.000007653234,0.01096607,0.002668578,0.0003411785,0.0002847445,0.000001232602,0.0002932192,0.01027043],"genre_scores_gemma":[0.9926533,0.000001413437,0.005897075,0.0002145807,0.00001881228,0.0000398466,0.000001543449,0.00001354672,0.001159929],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3389493,"threshold_uncertainty_score":0.9996238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005810476486896864,"score_gpt":0.2016943246513813,"score_spread":0.1958838481644845,"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."}}