{"id":"W2078614864","doi":"10.1021/es1027663","title":"Transport Implications Resulting from Internal Redistribution of Arsenic and Iron within Constructed Soil Aggregates","year":2010,"lang":"en","type":"article","venue":"Environmental Science & Technology","topic":"Arsenic contamination and mitigation","field":"Environmental Science","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Science Foundation","keywords":"Ferrihydrite; Biogeochemical cycle; Soil water; Chemistry; Environmental chemistry; Anoxic waters; Sorption; Soil science; Geology; Adsorption","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0002598724,0.0001120921,0.0001139389,0.0001163654,0.0002455083,0.000009925093,0.0003167764,0.0001239325,0.0005194223],"category_scores_gemma":[0.00007789995,0.0001105359,0.00002335718,0.0004002845,0.004378316,0.0002832731,0.0001963732,0.0002453032,0.00002675036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001302215,"about_ca_system_score_gemma":0.00001843925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001761104,"about_ca_topic_score_gemma":0.0002181497,"domain_scores_codex":[0.9988089,0.00001150459,0.0003026941,0.0004257566,0.0002375085,0.0002136165],"domain_scores_gemma":[0.9993873,0.00002542552,0.000223111,0.0002758778,0.000004637632,0.00008360092],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.000004280406,0.0000276014,0.1695722,5.172193e-7,0.000001468132,7.318194e-7,0.0002317961,0.000009304454,0.8066425,0.001168785,0.000004352387,0.02233643],"study_design_scores_gemma":[0.0003023562,0.00004332652,0.572605,0.000008063172,0.00001135721,0.00003632426,0.000759382,0.0009638795,0.4218348,0.003052776,0.0002623207,0.000120446],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971367,0.00001561019,0.0006026718,0.0005730048,0.0001121038,0.0001531766,0.00006734947,0.00006013831,0.001279224],"genre_scores_gemma":[0.9976529,0.00001456645,0.0021971,0.00002530716,0.000009645629,0.0000124612,0.00003620004,0.000005654902,0.00004616568],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4030327,"threshold_uncertainty_score":0.9983312,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002996309151187674,"score_gpt":0.1991585666812676,"score_spread":0.1961622575300799,"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."}}