{"id":"W2102144511","doi":"10.1039/c5ew00118h","title":"Decontaminating chemically contaminated residential premise plumbing systems by flushing","year":2015,"lang":"en","type":"article","venue":"Environmental Science Water Research & Technology","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Division of Chemical, Bioengineering, Environmental, and Transport Systems; Purdue University; National Science Foundation","keywords":"Flushing; Contamination; Premise; Environmental science; Environmental chemistry; Waste management; Chemistry; Engineering; Medicine; Ecology; Biology; Philosophy","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002873931,0.0002496775,0.0002273101,0.0003466517,0.0008581914,0.0003023098,0.001064097,0.0002197212,0.000505064],"category_scores_gemma":[0.0001649581,0.0001972226,0.00004202663,0.0007804238,0.003238725,0.001190136,0.001857287,0.0005209935,0.001778677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00279386,"about_ca_system_score_gemma":0.00003131824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001521138,"about_ca_topic_score_gemma":0.00004767154,"domain_scores_codex":[0.9952996,0.0001598872,0.0003724476,0.0009948922,0.001694115,0.001478993],"domain_scores_gemma":[0.9989303,0.00003157855,0.00007139939,0.0005252097,0.00001966571,0.0004217844],"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":[0.00002445911,0.0001709736,0.05577086,0.000003461222,0.000007300872,0.00005135556,0.0007229769,0.0001072469,0.9390886,0.00001959462,0.001491325,0.002541832],"study_design_scores_gemma":[0.001093078,0.0003994014,0.003537413,0.00002709581,0.00001094802,0.0001145648,0.002262715,0.001465118,0.9850137,0.0007583654,0.004962994,0.0003546336],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929755,0.000102257,0.0001474901,0.0004822228,0.0001795642,0.0006238057,0.000006098775,0.0001985763,0.005284509],"genre_scores_gemma":[0.9970012,0.00001139785,0.0001936368,0.00001798428,0.0000345452,0.0001342345,0.00003272935,0.00002740284,0.002546882],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05223345,"threshold_uncertainty_score":0.9994739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02119720740206494,"score_gpt":0.2800158688941947,"score_spread":0.2588186614921298,"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."}}