{"id":"W4291305262","doi":"10.1016/j.jenvman.2022.115947","title":"Early phase effects of silicate and orthophosphate on lead (Pb) corrosion scale development and Pb release","year":2022,"lang":"en","type":"article","venue":"Journal of Environmental Management","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"Fundamental Research Funds for the Central Universities; Natural Sciences and Engineering Research Council of Canada; National University's Basic Research Foundation of China; Dalhousie University","keywords":"Corrosion; Silicate; Chlorine; Dissolution; Chemistry; Nuclear chemistry; Electrochemistry; Metallurgy; Materials science; Electrode","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":[0.0002050421,0.0002444774,0.0002076676,0.0001580671,0.000136952,0.0003346947,0.0002280272,0.0002997946,0.002110505],"category_scores_gemma":[0.0005482858,0.0002228541,0.0002441941,0.0001599321,0.0002498202,0.0002985331,0.0001986898,0.0004383214,0.0003628883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003900682,"about_ca_system_score_gemma":0.0003431699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002864429,"about_ca_topic_score_gemma":0.005069927,"domain_scores_codex":[0.9998042,0.00002590991,0.00001389839,0.00003030991,0.00006351644,0.00006216983],"domain_scores_gemma":[0.9995742,0.0001759494,0.00005461785,0.00002515904,0.0001229045,0.00004726686],"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":[0.002544586,0.0002203864,0.001634241,0.00005660353,0.00001104219,0.0001101552,0.00006895429,0.0004275939,0.9906115,0.0001017768,0.0001087393,0.004104345],"study_design_scores_gemma":[0.00002042963,0.00111865,0.00663871,0.000003156233,0.000008675681,0.00003045568,0.00004569629,0.0008946469,0.9907436,0.00003263559,0.0004564683,0.000006948346],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975308,0.0002285396,0.0007139293,0.00002407543,0.00001385491,0.00001996972,0.0002711502,0.00002446877,0.001173176],"genre_scores_gemma":[0.9955973,0.0001789614,0.0006579375,0.00002615649,0.000008243623,0.00001509842,0.0003416896,0.00001513772,0.003159507],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002864429,"threshold_uncertainty_score":0.007060349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003607884607246777,"score_gpt":0.1849717325363529,"score_spread":0.1813638479291061,"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."}}