{"id":"W2325247619","doi":"10.1061/40602(263)36","title":"Flushing for Sewer Corrosion and Pollution Control","year":2002,"lang":"en","type":"article","venue":"","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Flushing; Environmental science; Combined sewer; Pollution; Corrosion; Sanitary sewer; Pollutant; Environmental engineering; Sediment; Waste management; Hydrogen sulfide; Dredging; Surface runoff; Engineering; Geology; Chemistry; Materials science; Metallurgy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002048422,0.0005067907,0.0003349903,0.0005132618,0.0005257376,0.000618446,0.0003710033,0.000497214,0.003280177],"category_scores_gemma":[0.0003116309,0.0001469746,0.0002738028,0.0004473393,0.0004060332,0.0004880839,0.0003450003,0.0003025476,0.0005939507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006066146,"about_ca_system_score_gemma":0.0004446228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003097206,"about_ca_topic_score_gemma":0.006403451,"domain_scores_codex":[0.9996549,0.0000562538,0.00001536489,0.00005122661,0.0001709634,0.00005123653],"domain_scores_gemma":[0.9998561,0.00003879379,0.00003904507,0.00001736982,0.00003678931,0.00001173706],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002720218,0.0001189314,0.009014522,0.001284516,0.00005343758,0.0005381749,0.0002879078,0.003594914,0.4730552,0.004366898,0.002578765,0.5048347],"study_design_scores_gemma":[0.00003512558,0.001743989,0.03884173,0.0001750717,0.0001340394,0.003563768,0.0005477613,0.007961016,0.7185094,0.002533795,0.2258812,0.00007305561],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.7010415,0.1082268,0.1307601,0.002206848,0.0004841732,0.0003004038,0.0003846498,0.001624209,0.05497131],"genre_scores_gemma":[0.938274,0.01912741,0.0256161,0.0002292417,0.0001030483,0.00003557403,0.0001866233,0.00005164024,0.01637641],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.003280177,"threshold_uncertainty_score":0.01097322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01378360325371452,"score_gpt":0.1877777418347318,"score_spread":0.1739941385810173,"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."}}