{"id":"W4404673311","doi":"10.1139/er-2024-0047","title":"Cutting-edge approaches in remediating soils co-contaminated by heavy metals and polychlorinated biphenyls: current progress and future directions","year":2024,"lang":"en","type":"article","venue":"Environmental Reviews","topic":"Electrokinetic Soil Remediation Techniques","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Natural Science Foundation of China","keywords":"Environmental science; Environmental chemistry; Soil water; Heavy metals; Contamination; Current (fluid); Chemistry; Ecology; Soil science; Geology; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004311351,0.0002651224,0.0003427398,0.0001447611,0.00005491498,0.00006441133,0.00007461265,0.00009154483,0.00001439243],"category_scores_gemma":[0.00002621127,0.0002396816,0.00004868463,0.000237704,0.00009717308,0.0001826339,0.00003368612,0.0003457515,0.00001438655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001652273,"about_ca_system_score_gemma":0.000004997995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003504405,"about_ca_topic_score_gemma":0.000002366777,"domain_scores_codex":[0.9986872,0.0000945809,0.0004492034,0.0003433372,0.000149913,0.0002757722],"domain_scores_gemma":[0.9996371,0.00006565677,0.00005369968,0.0001484854,7.515848e-7,0.00009436122],"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":[0.000002121305,0.00004223229,0.002984192,0.0002997734,0.00002444351,0.000002824034,0.0008151371,3.766879e-7,0.003419222,0.00001755318,0.001049529,0.9913426],"study_design_scores_gemma":[0.0002812232,0.00008283277,0.00692753,0.0004348518,0.00006842966,0.00002635272,0.0001333398,0.009343623,0.03874003,0.00006124994,0.9434202,0.0004803728],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2915692,0.7064768,0.0001100368,0.0001477215,0.0002458604,0.0008316205,0.00001853514,0.000359646,0.0002405981],"genre_scores_gemma":[0.6777501,0.3206364,0.0006467408,0.00001488031,0.0001814605,0.0005420839,0.0001147191,0.00006017803,0.00005341068],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.9908623,"threshold_uncertainty_score":0.9773933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01806335039795232,"score_gpt":0.2565087009818675,"score_spread":0.2384453505839152,"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."}}