{"id":"W1984844251","doi":"10.5942/jawwa.2012.104.0058","title":"POU devices in large buildings: Lead removal and water quality","year":2012,"lang":"en","type":"article","venue":"American Water Works Association","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of Community Safety and Correctional Services; Polytechnique Montréal; Natural Sciences and Engineering Research Council of Canada","funders":"","keywords":"POU domain; Tap water; Environmental science; Water quality; Environmental engineering; Chemistry; Biology; Ecology","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":[],"consensus_categories":[],"category_scores_codex":[0.0007417646,0.0001169697,0.0001553425,0.00004004609,0.0001010043,0.00005913498,0.00004731552,0.00005887219,0.000223127],"category_scores_gemma":[0.00001557946,0.00007504173,0.00003362093,0.0001211111,0.00004137653,0.0006757603,0.00008812383,0.00008746756,0.0003868459],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004878083,"about_ca_system_score_gemma":9.239659e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002965126,"about_ca_topic_score_gemma":0.0006672198,"domain_scores_codex":[0.9987632,0.0001380071,0.0001847867,0.0001943287,0.0002032208,0.000516455],"domain_scores_gemma":[0.9997281,0.00003159696,0.00008502912,0.00008924488,0.000005132789,0.00006093057],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001199526,0.0001031888,0.9847314,0.000001725685,0.00001119708,7.685758e-7,0.002459825,0.00001268176,0.005391904,0.000005708039,0.0001326412,0.007136963],"study_design_scores_gemma":[0.0003801194,0.00002823161,0.9825599,0.000006942928,0.00001727389,0.000001695251,0.0004031653,0.00003266973,0.01115937,0.0001006382,0.005147043,0.0001629755],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970872,0.00002263445,0.00009859035,0.0007496172,0.00009848539,0.0001042117,0.000001610537,0.00003957286,0.001798102],"genre_scores_gemma":[0.9985173,0.00001581095,0.0002904955,0.000287252,0.0000704603,0.00001179587,0.00004204688,0.00001020589,0.0007546243],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006973987,"threshold_uncertainty_score":0.4972251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00795003060532751,"score_gpt":0.249653797983187,"score_spread":0.2417037673778595,"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."}}