{"id":"W2246977173","doi":"10.1002/j.1551-8701.2011.tb03071.x","title":"Replace Bleeders With Circulation Pumps to Improve Quality, Lower Costs","year":2011,"lang":"en","type":"article","venue":"Opflow","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Christian ministry; Circulation (fluid dynamics); Water quality; Medicine; Population; Environmental science; Sewage treatment; Wastewater; Sewage; Operations management; Water resource management; Environmental engineering; Environmental health; Engineering","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":[0.0006471074,0.0005625027,0.0003182977,0.0009303537,0.0006271767,0.001151686,0.0009050019,0.0007876007,0.008318287],"category_scores_gemma":[0.001659984,0.0001809958,0.0006704837,0.0006994735,0.0006435055,0.001522488,0.0005334536,0.0003423111,0.001417335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002686819,"about_ca_system_score_gemma":0.001893381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07617363,"about_ca_topic_score_gemma":0.1264532,"domain_scores_codex":[0.99938,0.00008174533,0.0000316986,0.00006569624,0.0003041257,0.0001366475],"domain_scores_gemma":[0.9993706,0.0000922405,0.0001509083,0.00008907236,0.0002329386,0.00006421285],"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":[0.002144345,0.001106924,0.04884362,0.00135862,0.0002084548,0.001244904,0.0007868943,0.02226921,0.2089439,0.009043004,0.01206033,0.6919898],"study_design_scores_gemma":[0.001204398,0.006361738,0.2079509,0.0005500031,0.0008339366,0.004572527,0.002999535,0.0571519,0.3202059,0.004331656,0.3935317,0.0003059015],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9278508,0.001798275,0.03258709,0.001073617,0.0001127873,0.000559159,0.0005246775,0.0009773731,0.03451628],"genre_scores_gemma":[0.9693817,0.0008607103,0.01224115,0.0001326071,0.00001986959,0.00003613261,0.0002350818,0.00006511888,0.01702749],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.07617363,"threshold_uncertainty_score":0.1514605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01894023475286054,"score_gpt":0.2350891134136921,"score_spread":0.2161488786608315,"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."}}