{"id":"W2076168539","doi":"10.1016/j.jconhyd.2009.02.009","title":"Three-dimensional density-dependent flow and multicomponent reactive transport modeling of chlorinated solvent oxidation by potassium permanganate","year":2009,"lang":"en","type":"article","venue":"Journal of Contaminant Hydrology","topic":"Groundwater flow and contamination studies","field":"Environmental Science","cited_by":64,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of New Brunswick; University of Guelph; University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; United Technologies","keywords":"Potassium permanganate; Permanganate; Aquifer; Chemistry; Environmental remediation; Adsorption; Aqueous solution; Ion exchange; Environmental chemistry; Inorganic chemistry; Groundwater; Contamination; Ion; Geology; Organic chemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004486508,0.0001598131,0.0003974299,0.00008537227,0.0001012474,0.000006461505,0.0001191658,0.00008524803,0.00003929733],"category_scores_gemma":[0.00001212981,0.0001278922,0.00008424916,0.00005959235,0.00009897415,0.0002482866,0.00004050257,0.0001965268,0.000004632423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001113998,"about_ca_system_score_gemma":0.0000136396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002225233,"about_ca_topic_score_gemma":0.0002252048,"domain_scores_codex":[0.998599,0.00005367171,0.0005650024,0.0001937233,0.0003751086,0.000213492],"domain_scores_gemma":[0.9993275,0.0000396147,0.0003661764,0.00009644762,0.00008445651,0.00008582425],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0009385417,0.0006632442,0.03094468,0.00001262212,0.0001795163,0.0002078903,0.001513729,0.01389248,0.9248752,0.00007079721,0.000131443,0.02656985],"study_design_scores_gemma":[0.00533493,0.002325096,0.5403442,0.0000801522,0.0003938453,0.0007992648,0.0002667301,0.3770688,0.07131939,0.0006627534,0.0009013134,0.0005035088],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9540781,0.0001768768,0.0446595,0.0007729083,0.000142205,0.0001174317,0.000004583253,0.000006118052,0.0000422509],"genre_scores_gemma":[0.9992877,0.00004132797,0.0004197074,0.0001385112,0.0000235822,0.000001793314,0.000007949898,0.00000670397,0.00007270303],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8535558,"threshold_uncertainty_score":0.5215294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009191354348611208,"score_gpt":0.2133035826567728,"score_spread":0.2041122283081616,"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."}}