{"id":"W3205049670","doi":"10.1021/acs.estlett.1c00671","title":"Effectiveness of Sodium Silicates for Lead Corrosion Control: A Critical Review of Current Data","year":2021,"lang":"en","type":"review","venue":"Environmental Science & Technology Letters","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada; Killam Trusts","keywords":"Silicate; Sodium silicate; Corrosion; Lead (geology); Sodium; Chemistry; Inorganic chemistry; Environmental chemistry; Materials science; Geology; Metallurgy; Organic chemistry","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":[0.001488203,0.001000806,0.002070108,0.004082368,0.0003334987,0.001179884,0.001244921,0.001177201,0.00259506],"category_scores_gemma":[0.00240463,0.0005850031,0.00115581,0.004120431,0.0005536326,0.001611331,0.0006088571,0.001187942,0.001009329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008022739,"about_ca_system_score_gemma":0.001997278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001791861,"about_ca_topic_score_gemma":0.002794104,"domain_scores_codex":[0.999509,0.00007245173,0.000122432,0.00008635669,0.0001763608,0.00003344102],"domain_scores_gemma":[0.9981143,0.001083466,0.0002461756,0.00004236305,0.0004558694,0.00005783736],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001601911,0.00009873399,0.0003455173,0.1523683,0.0003682187,0.0001802713,0.000168615,0.0005032099,0.002543639,0.003430631,0.01886616,0.8209665],"study_design_scores_gemma":[0.00003579408,0.0003686371,0.001997978,0.03627848,0.001247137,0.001175637,0.0002009934,0.000197395,0.00203638,0.002103883,0.9543015,0.00005616825],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001180656,0.9993625,0.00005475985,0.0001066626,0.00006589979,0.000004878878,0.00001500852,0.000002704376,0.0002694655],"genre_scores_gemma":[0.0007047289,0.9989253,0.00009968656,0.00008886767,0.00004782457,0.000005800119,0.00001910018,0.000001148726,0.0001075216],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004082368,"threshold_uncertainty_score":0.008681357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03727748809707732,"score_gpt":0.3338263642893631,"score_spread":0.2965488761922858,"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."}}