{"id":"W4285107425","doi":"10.2139/ssrn.4127245","title":"Early Phase Effects of Silicate and Orthophosphate on Lead (Pb) Corrosion Scale Development and Pb Release","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Recycling and Waste Management Techniques","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Corrosion; Lead (geology); Phase (matter); Silicate; Metallurgy; Environmental science; Chemistry; Environmental chemistry; Materials science; Geology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020703,0.0002713043,0.0002363471,0.0001564325,0.0001417735,0.0003413353,0.0002408662,0.0003087284,0.002193812],"category_scores_gemma":[0.0005791266,0.0002300222,0.0002499988,0.0001774703,0.0002589562,0.0003081183,0.000217528,0.0004717258,0.000413168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003933314,"about_ca_system_score_gemma":0.0003390245,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002490123,"about_ca_topic_score_gemma":0.004015407,"domain_scores_codex":[0.9997815,0.00002724425,0.00001535787,0.0000360341,0.00006811521,0.00007158817],"domain_scores_gemma":[0.9995504,0.0001991822,0.00005909783,0.00003172557,0.0001183393,0.00004122036],"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":[0.002281565,0.0001800344,0.001038641,0.00006242398,0.00001045759,0.000100027,0.00007297504,0.0004093414,0.9913473,0.000101585,0.00009513129,0.004300617],"study_design_scores_gemma":[0.00001476552,0.000833887,0.00308725,0.000002663116,0.000006881926,0.00002174773,0.0000290111,0.0006045225,0.9950068,0.00002378252,0.0003634576,0.000005278937],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970035,0.0003057386,0.0009412169,0.00002535367,0.00001630994,0.00002309416,0.000291561,0.00003524187,0.001358062],"genre_scores_gemma":[0.9951218,0.0002366868,0.0007766851,0.00002884013,0.000009693789,0.00001711138,0.0003547376,0.00002185687,0.003432469],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002490123,"threshold_uncertainty_score":0.007339001,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004082277296144936,"score_gpt":0.2148200178628479,"score_spread":0.210737740566703,"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."}}