{"id":"W6901850780","doi":"10.60692/rqvqz-6sv74","title":"Enhanced Soil Decontamination via Electrokinetic Removal of Organic Pollutants","year":2024,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Electrokinetic Soil Remediation Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Environmental remediation; Electrokinetic remediation; Electrokinetic phenomena; Pollutant; Human decontamination; Soil contamination","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":[0.0002119854,0.0001720619,0.0002052791,0.0004722531,0.00002586409,0.00007516111,0.0001308152,0.0001273356,0.00004471852],"category_scores_gemma":[0.00002010055,0.000164606,0.0000601439,0.0005118836,0.00001459499,0.0004549563,0.00001405801,0.0001158841,0.0002757707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002597409,"about_ca_system_score_gemma":0.00003426781,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001307734,"about_ca_topic_score_gemma":3.952867e-7,"domain_scores_codex":[0.9987066,0.00002448194,0.0006416818,0.0001051349,0.0002916011,0.0002305361],"domain_scores_gemma":[0.9995009,0.00001271315,0.00009416603,0.000222065,0.0001218505,0.00004830799],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001685118,0.00001511096,0.00315159,0.01845227,0.00124748,0.00008531879,0.2160532,0.006101727,0.3687834,0.005590466,0.001153866,0.379197],"study_design_scores_gemma":[0.0003033303,0.00007331042,0.003737057,0.0002754635,0.0000380452,0.0001845302,0.0005264773,0.1030188,0.8914473,0.00001514931,0.0001364509,0.0002440376],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5215452,0.00005115673,0.4703859,0.000009765383,0.0003982522,0.0002464766,0.00002092679,0.001465325,0.005877064],"genre_scores_gemma":[0.999338,0.000002619206,0.0004163906,0.00001141358,0.00007242284,0.00004189724,0.0000131418,0.00002886955,0.00007522963],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.522664,"threshold_uncertainty_score":0.6712436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006634612111873522,"score_gpt":0.1840096246404971,"score_spread":0.1773750125286236,"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."}}