{"id":"W1486790606","doi":"10.1002/j.1551-8833.2005.tb07474.x","title":"Evaluation of loose deposits in distribution systems through: unidirectional flushing","year":2005,"lang":"en","type":"article","venue":"American Water Works Association","topic":"Minerals Flotation and Separation Techniques","field":"Environmental Science","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Flushing; Organic matter; Environmental science; Fraction (chemistry); Environmental chemistry; Mineralogy; Composition (language); Hydrology (agriculture); Chemistry; Environmental engineering; Geology; Chromatography; Biology; Geotechnical 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001629257,0.00008368234,0.0001390986,0.00003624973,0.00006201674,0.00003768979,0.00006721519,0.00005758184,0.0001887232],"category_scores_gemma":[0.0001113509,0.00007372971,0.00003349888,0.0003384317,0.00003592518,0.000532178,0.00002531132,0.00008728374,0.00007304816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001766059,"about_ca_system_score_gemma":0.00001209791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001339497,"about_ca_topic_score_gemma":0.001041236,"domain_scores_codex":[0.9981317,0.0003796135,0.0003401088,0.0001727407,0.0008069763,0.0001688634],"domain_scores_gemma":[0.9994869,0.00004646672,0.0002617756,0.00009102351,0.00008976,0.00002409707],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.00004353759,0.0004109855,0.3063717,0.000007475181,0.0000642974,5.332756e-7,0.005458957,0.3229809,0.05167541,0.000376442,0.01104911,0.3015607],"study_design_scores_gemma":[0.00155293,0.0001584078,0.4660927,0.0001069263,0.0001485377,0.000003701801,0.0007723226,0.3592412,0.1534928,0.001177723,0.01664763,0.0006050397],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9899961,0.00005385842,0.005965893,0.0005724196,0.00008601454,0.000284361,0.000005635067,0.00005349173,0.002982252],"genre_scores_gemma":[0.9988608,0.00003114928,0.0005059256,0.00008087717,0.00005194103,0.00005756344,0.0001555406,0.000006887079,0.0002493023],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3009557,"threshold_uncertainty_score":0.4618184,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01330438602995799,"score_gpt":0.274204877787066,"score_spread":0.2609004917571081,"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."}}