{"id":"W3101307000","doi":"10.1007/s11356-020-11541-1","title":"Photocatalytic demulsification of oil/water emulsions containing nonionic surfactant","year":2020,"lang":"en","type":"article","venue":"Environmental Science and Pollution Research","topic":"Surfactants and Colloidal Systems","field":"Chemistry","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"American University of Sharjah","keywords":"Nonionic surfactant; Ecotoxicology; Pulmonary surfactant; Photocatalysis; Emulsion; Environmental chemistry; Chemistry; Water pollutants; Oil spill; Environmental science; Chromatography; Chemical engineering; Waste management; Environmental engineering; Organic chemistry; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001706702,0.0002779056,0.0001921333,0.0002203539,0.0001061744,0.0002354555,0.0002004403,0.0002368759,0.0009420248],"category_scores_gemma":[0.0002623896,0.0001291531,0.0002066133,0.0001264568,0.0001703477,0.0002450088,0.0002113206,0.0002825548,0.000189046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000304548,"about_ca_system_score_gemma":0.000270293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001853677,"about_ca_topic_score_gemma":0.00244843,"domain_scores_codex":[0.9999037,0.000008721808,0.000007916359,0.00002144081,0.00002545882,0.00003274312],"domain_scores_gemma":[0.9999337,0.00001613381,0.00001575187,0.000005221673,0.00001776867,0.00001147271],"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":[0.0001052267,0.0000119467,0.00005106554,0.00003710781,0.000004174402,0.00004222459,0.00001959458,0.00008695875,0.9977824,0.00008667319,0.00002465244,0.001747959],"study_design_scores_gemma":[0.000006265966,0.00007196073,0.0003283337,0.000001880769,0.000005064428,0.00002405246,0.00000840895,0.0005466426,0.9986606,0.00002043224,0.0003244212,0.000001828796],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952856,0.000862944,0.001556657,0.00003427871,0.00002511077,0.00001357436,0.00005373874,0.00003005778,0.002138014],"genre_scores_gemma":[0.9965588,0.0004438841,0.0006854373,0.00002021298,0.000004726409,0.00000504011,0.00004444076,0.00001018501,0.002227091],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001853677,"threshold_uncertainty_score":0.003685832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05483485055074908,"score_gpt":0.3026914768228296,"score_spread":0.2478566262720805,"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."}}