{"id":"W992674114","doi":"10.1002/j.1551-8833.2010.tb10210.x","title":"Lead removal from tap water using POU devices","year":2010,"lang":"en","type":"article","venue":"American Water Works Association","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Centers for Disease Control and Prevention; Canadian Water Network; McGill University","keywords":"Tap water; Particulates; Environmental science; Lead (geology); Turbidity; Effluent; Environmental engineering; Chemistry; Environmental chemistry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0003127837,0.0004053695,0.0003637917,0.0004458432,0.0003720853,0.0005393691,0.0004386872,0.0003987918,0.0009993155],"category_scores_gemma":[0.000836964,0.0002106755,0.0002864775,0.0004475141,0.0003127106,0.0004598619,0.00055606,0.0002991274,0.0002991565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003666373,"about_ca_system_score_gemma":0.0004339882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003519301,"about_ca_topic_score_gemma":0.004674848,"domain_scores_codex":[0.9993624,0.00006197386,0.00004429106,0.0001413828,0.0002888859,0.0001010218],"domain_scores_gemma":[0.9995795,0.00007873835,0.00008481742,0.00005009977,0.0001746276,0.00003225548],"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":[0.000207034,0.00008521805,0.003284327,0.0001142055,0.00001248678,0.0001112232,0.0001206336,0.0002715621,0.9765139,0.00009126873,0.0002234772,0.01896469],"study_design_scores_gemma":[0.00001521473,0.001544246,0.006449461,0.000009144965,0.00002896151,0.0001687937,0.0001538853,0.001773773,0.9876715,0.00004498013,0.002123982,0.00001615005],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949692,0.0001676381,0.00368204,0.000034666,0.00001614537,0.00006272378,0.0001252753,0.00008370269,0.000858593],"genre_scores_gemma":[0.9900754,0.0002758533,0.006188555,0.00004452221,0.000008136493,0.00007133502,0.0001891237,0.00002027893,0.003126755],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003519301,"threshold_uncertainty_score":0.006997645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005778110985451936,"score_gpt":0.2151329286956368,"score_spread":0.2093548177101848,"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."}}