{"id":"W1965644452","doi":"10.1007/s11270-008-9819-4","title":"Amphoteric Surfactants for PAH and Lead Polluted-Soil Treatment Using Flotation","year":2008,"lang":"en","type":"article","venue":"Water Air & Soil Pollution","topic":"Microbial bioremediation and biosurfactants","field":"Environmental Science","cited_by":46,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec; Institut National de la Recherche Scientifique","funders":"Fonds Québécois de la Recherche sur la Nature et les Technologies","keywords":"Environmental chemistry; Pollutant; Chemistry; Contamination; Soil water; Soil contamination; Pulmonary surfactant; Human decontamination; Pollution; Aqueous solution; Solubilization; Froth flotation; Soil Pollutants; Environmental science; Waste management; 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":[0.0001093922,0.0001911788,0.0001601944,0.00004502193,0.0003235409,0.00002019077,0.00006290315,0.00009685458,0.000172052],"category_scores_gemma":[0.000006961136,0.0001370217,0.00006271517,0.0001076066,0.0001424488,0.0002619899,0.00004114979,0.00003620976,0.0002228072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004551833,"about_ca_system_score_gemma":0.0000166721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001107172,"about_ca_topic_score_gemma":0.0006255772,"domain_scores_codex":[0.9988689,0.00004573584,0.0002331797,0.0003286783,0.0001674026,0.0003561084],"domain_scores_gemma":[0.9996912,0.000008188552,0.00006790896,0.0001260699,0.00001168982,0.00009495592],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00006896457,0.00007831367,0.007169095,0.000005171148,0.00001205196,0.000003128188,0.001148113,0.0008490171,0.9844725,9.244196e-7,0.0003897438,0.005802984],"study_design_scores_gemma":[0.001740966,0.0002648583,0.1320303,0.00001262209,0.00003914789,0.00005923664,0.0000665766,0.01062992,0.8508487,0.00004715821,0.003893509,0.0003670115],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981958,0.00002265171,0.000497752,0.000416849,0.0002298346,0.0003294754,0.00009275982,0.00005244948,0.0001624592],"genre_scores_gemma":[0.9978991,0.00007990198,0.0006751962,0.00031694,0.00006550779,0.000006950725,0.0000683195,0.0000174001,0.0008706967],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1336238,"threshold_uncertainty_score":0.5587581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02672910662881263,"score_gpt":0.2274656481094195,"score_spread":0.2007365414806068,"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."}}