{"id":"W2097311490","doi":"10.1016/j.jenvman.2009.02.001","title":"On the potential of biological treatment for arsenic contaminated soils and groundwater","year":2009,"lang":"en","type":"review","venue":"Journal of Environmental Management","topic":"Arsenic contamination and mitigation","field":"Environmental Science","cited_by":177,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Arsenic; Environmental remediation; Bioremediation; Biostimulation; Environmental chemistry; Groundwater; Biosorption; Arsenate; Leaching (pedology); Arsenic contamination of groundwater; Environmental science; Soil water; Bioleaching; Phytoremediation; Sorption; Chemistry; Contamination; Soil science; Geology; Ecology; 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":[],"consensus_categories":[],"category_scores_codex":[0.0003658998,0.0002785946,0.0006438215,0.00008035553,0.00008760303,0.00001935596,0.0002127457,0.0001069287,0.0005944201],"category_scores_gemma":[0.00000796772,0.0001502193,0.0004154374,0.00005185547,0.00018709,0.00007086359,0.0001057405,0.0001134845,0.00002888574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004729329,"about_ca_system_score_gemma":0.000005112409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000217638,"about_ca_topic_score_gemma":0.000001232345,"domain_scores_codex":[0.9984869,0.0001375135,0.0006856822,0.0002285894,0.0002844528,0.0001768442],"domain_scores_gemma":[0.9988517,0.0001359527,0.0007638205,0.0001806932,0.000002503132,0.00006536122],"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":[0.00003486614,0.0003692019,0.000004624887,0.0001064119,0.0001916227,0.00001982573,0.00004069369,0.00001128268,0.00004399939,0.0004522072,0.0003208292,0.9984044],"study_design_scores_gemma":[0.001507643,0.003214553,0.002751335,0.000986748,0.001362157,0.0001109595,0.0002897067,0.00004704699,0.00004094859,0.001052111,0.9883116,0.000325213],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0459522,0.9419039,0.001816479,0.0005583273,0.0005702971,0.005782899,0.0001069552,0.00001823753,0.003290656],"genre_scores_gemma":[0.04367337,0.9544085,0.0002751192,0.00009807376,0.00003945539,0.00003827843,0.0000222988,0.00001570079,0.001429235],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9980792,"threshold_uncertainty_score":0.6508483,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02766270883094586,"score_gpt":0.2614613929413696,"score_spread":0.2337986841104238,"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."}}