{"id":"W2899814055","doi":"10.1021/acsomega.8b02363","title":"Understanding the Impact of Extracellular Polymeric Substances on Lead Release in Drinking Water Systems","year":2018,"lang":"en","type":"article","venue":"ACS Omega","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Extracellular; Extracellular polymeric substance; Lead (geology); Environmental chemistry; Chemistry; Environmental science; Biology; Biochemistry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001811971,0.0002564765,0.000159785,0.0001083011,0.0001053288,0.000722438,0.0001622091,0.0003869457,0.0004051037],"category_scores_gemma":[0.0002498354,0.0001191929,0.000212578,0.0001012676,0.0001875435,0.0004951096,0.0001682485,0.0004512689,0.0001387333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003546342,"about_ca_system_score_gemma":0.0003015691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001552372,"about_ca_topic_score_gemma":0.001956333,"domain_scores_codex":[0.9998878,0.00001668709,0.000008935304,0.00001905766,0.00003748549,0.0000299998],"domain_scores_gemma":[0.9998988,0.00003346731,0.00002202909,0.000006832603,0.00002927859,0.000009569626],"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":[0.00002862919,0.00001907917,0.001149119,0.00007921064,0.000006035566,0.0000375013,0.00002213653,0.0005200531,0.9946154,0.0001751729,0.00001639003,0.003331232],"study_design_scores_gemma":[0.00000497157,0.0001438266,0.01158615,0.00001310359,0.00002919709,0.00007654407,0.0001592768,0.005059148,0.9815398,0.0002712574,0.001110354,0.000006477587],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924212,0.001589042,0.004446217,0.0001937696,0.00001663552,0.00001698827,0.0001550797,0.00001697643,0.001144069],"genre_scores_gemma":[0.9944206,0.002310162,0.002265534,0.000055721,0.00001050647,0.00001137661,0.0001059375,0.000004768468,0.0008153784],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001552372,"threshold_uncertainty_score":0.003086627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04178487280259887,"score_gpt":0.2520083251734225,"score_spread":0.2102234523708236,"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."}}