{"id":"W96648881","doi":"10.1007/0-306-46928-6_13","title":"Effects of Cosolvent Addition on Surfactant Enhanced Recovery of Tetrachloroethene (PCE) from a Heterogeneous Porous Medium","year":2005,"lang":"en","type":"book-chapter","venue":"Kluwer Academic Publishers eBooks","topic":"Groundwater flow and contamination studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Chemistry; Pulmonary surfactant; Chromatography; Solubility; Effluent; Mass transfer; Aqueous solution; Chemical engineering; Permeability (electromagnetism); Toluene; Membrane; Organic chemistry; Waste management","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003125773,0.0005914812,0.0008907021,0.0001840911,0.00008299144,0.0000420687,0.0006526095,0.0008702815,0.001646224],"category_scores_gemma":[0.00008179442,0.0005452865,0.0003193156,0.0000359365,0.0004448689,0.0003935753,0.000324304,0.0009453665,0.0001298762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005402544,"about_ca_system_score_gemma":0.00005028494,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002430828,"about_ca_topic_score_gemma":0.00009045273,"domain_scores_codex":[0.9965245,0.00006951351,0.001006383,0.0007894205,0.001180799,0.0004294517],"domain_scores_gemma":[0.9978943,0.0004494635,0.0009531649,0.0004722557,0.00006398852,0.000166853],"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":[0.001225747,0.0003702134,0.0002766583,0.0004352151,0.001986687,0.0001254749,0.005297442,0.0003274544,0.2764645,0.0007674443,0.05347685,0.6592463],"study_design_scores_gemma":[0.003401528,0.001431565,0.003581475,0.001850405,0.0008874254,0.00002126446,0.0001277704,0.00003128521,0.6985136,0.01047531,0.2775386,0.002139791],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3596571,0.001482419,0.001536724,0.0003029039,0.002485808,0.002387465,0.0008239018,0.0002266883,0.631097],"genre_scores_gemma":[0.7690512,0.0001507266,0.0001331831,0.0004923265,0.0002649324,0.00007873294,0.0002021783,0.0001007832,0.229526],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6571065,"threshold_uncertainty_score":0.9996999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009386887071594774,"score_gpt":0.2047009300643146,"score_spread":0.1953140429927198,"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."}}