{"id":"W1968834462","doi":"10.1007/s11270-006-9184-0","title":"Potential Use of Ultrafiltration for Groundwater Remediation and Aqueous Speciation of 60Co and 137Cs from A Contaminated Area","year":2006,"lang":"en","type":"article","venue":"Water Air & Soil Pollution","topic":"Groundwater flow and contamination studies","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"Laurentian University","funders":"","keywords":"Environmental remediation; Contamination; Ultrafiltration (renal); Groundwater; Human decontamination; Fractionation; Environmental chemistry; Environmental science; Colloid; Aquifer; Desorption; Groundwater remediation; Chemistry; Chromatography; Waste management; Geology; Adsorption; Geotechnical engineering","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":[0.0005725073,0.0002493209,0.0002319083,0.000307322,0.0004723037,0.0006118661,0.0003807649,0.0004810407,0.0006181372],"category_scores_gemma":[0.0005161766,0.0001223505,0.000312558,0.0001770005,0.0002774151,0.0004609738,0.0002175467,0.0001807137,0.000152005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004302237,"about_ca_system_score_gemma":0.0004005832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003188375,"about_ca_topic_score_gemma":0.003454159,"domain_scores_codex":[0.999862,0.0000333303,0.000007424388,0.00002900936,0.00003705124,0.00003118085],"domain_scores_gemma":[0.9998585,0.00004759848,0.0000170223,0.00001394625,0.00004311737,0.00001974366],"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":[0.0004252537,0.00007514547,0.003266022,0.00006123755,0.00001754617,0.0001123834,0.00006398146,0.0006060555,0.9837639,0.00013277,0.00005656018,0.01141911],"study_design_scores_gemma":[0.00003276696,0.0007275852,0.008733329,0.0000104093,0.00004428366,0.0002489998,0.0001351711,0.003492322,0.9852648,0.000172744,0.001126895,0.0000107264],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939283,0.0004736112,0.004704812,0.00008522461,0.00001639144,0.00002194809,0.00004354936,0.0000378481,0.0006883948],"genre_scores_gemma":[0.9967158,0.0002324263,0.002321259,0.0000306395,0.000004810073,0.000006392118,0.00003932885,0.000006055758,0.000643412],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003188375,"threshold_uncertainty_score":0.00633961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008536695935407648,"score_gpt":0.1811290738420312,"score_spread":0.1725923779066236,"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."}}