{"id":"W4390275265","doi":"10.29169/1927-5129.2023.19.16","title":"Choice of Remediation Technology for a Contaminated Soil by 1,2-Dichloroethane (DCA)","year":2023,"lang":"en","type":"article","venue":"Journal of Basic & Applied Sciences","topic":"Environmental Justice and Health Disparities","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental remediation; Environmental science; Contamination; Soil contamination; Soil vapor extraction; Hazardous waste; 1,2-Dichloroethane; Soil remediation; Remedial action; Waste management; Soil water; Contaminated land; Environmental engineering; Engineering; Chemistry; Soil science","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":[0.002291751,0.00007133238,0.0002311882,0.0002864482,0.0004488389,0.00002639597,0.0003809948,0.0001090969,0.00003372515],"category_scores_gemma":[0.0004236007,0.00006197314,0.00005072654,0.0009083381,0.00105889,0.0002030324,0.00002818551,0.0001262006,0.000008746296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007295416,"about_ca_system_score_gemma":0.0002761295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001032221,"about_ca_topic_score_gemma":0.0004929033,"domain_scores_codex":[0.9984744,0.00003715882,0.0004187792,0.0001309711,0.0006069281,0.0003317257],"domain_scores_gemma":[0.9986885,0.0005451075,0.0005295908,0.00006097839,0.00008470455,0.00009116853],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005310465,0.0009379092,0.07752524,0.00150263,0.0001820702,0.00001691027,0.04626194,0.0007980876,0.4279132,0.1947379,0.1182448,0.1313483],"study_design_scores_gemma":[0.006883822,0.003603156,0.04247821,0.0008769202,0.0004383047,0.00001263944,0.5026211,0.0008053951,0.1835077,0.04862032,0.2090889,0.001063591],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.987242,0.0007649902,0.0002580348,0.007139386,0.0004109571,0.0002739854,0.00001241932,0.00003141835,0.003866837],"genre_scores_gemma":[0.9975114,0.001382611,0.0003724437,0.0002425334,0.0001912164,0.00001722487,0.000002399391,0.000005011222,0.0002751756],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4563592,"threshold_uncertainty_score":0.3901524,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03440481950966543,"score_gpt":0.3389102001142076,"score_spread":0.3045053806045422,"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."}}