{"id":"W2972823733","doi":"10.1002/rem.21616","title":"The in situ treatment of BTEX, MTBE, and TBA in saline groundwater","year":2019,"lang":"en","type":"article","venue":"Remediation Journal","topic":"Groundwater flow and contamination studies","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor; Windsor Clinical Research","funders":"","keywords":"BTEX; Persulfate; Ethylbenzene; Environmental chemistry; Chemistry; Aquifer; Toluene; Xylene; Environmental remediation; Benzene; Saline; Plume; Groundwater; Contamination; Organic chemistry; Geology","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":[0.000277244,0.00005112164,0.00008629131,0.00003806992,0.00004516102,0.00002259234,0.00004394853,0.00001865906,0.00009690328],"category_scores_gemma":[0.00001029933,0.0000301288,0.00001718608,0.00008222347,0.00003559364,0.0001415641,0.00002029915,0.00004362138,0.00003575398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001472335,"about_ca_system_score_gemma":0.000005284149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000063965,"about_ca_topic_score_gemma":0.001037013,"domain_scores_codex":[0.9994088,0.00005042772,0.0002075573,0.00007101789,0.0001592492,0.0001029498],"domain_scores_gemma":[0.9997898,0.00005476111,0.00007156847,0.00005352918,0.00000726805,0.00002302341],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002228483,0.00006847054,0.8895085,0.000001550082,0.000006187216,0.00000330823,0.002246142,0.00004688426,0.006618918,0.0000357954,0.0000849196,0.101357],"study_design_scores_gemma":[0.0009160237,0.0001283102,0.9843045,0.000005734046,0.000002968732,0.000009408772,0.0004650645,0.0001527445,0.001019901,0.0002106335,0.01274214,0.00004253989],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980416,0.0002671126,0.000108972,0.0008048785,0.0001270731,0.00008941402,2.370554e-7,0.000001616943,0.000559144],"genre_scores_gemma":[0.997503,0.001085651,0.00004896927,0.00003089562,0.0000283349,0.000003965573,0.00000107753,0.000002587266,0.00129554],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1013144,"threshold_uncertainty_score":0.1228617,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008761224724127926,"score_gpt":0.2210008417381674,"score_spread":0.2122396170140395,"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."}}