{"id":"W3088761074","doi":"10.1016/j.cej.2020.128042","title":"Dual-functional superwettable nano-structured membrane: From ultra-effective separation of oil-water emulsion to seawater desalination","year":2020,"lang":"en","type":"article","venue":"Chemical Engineering Journal","topic":"Solar-Powered Water Purification Methods","field":"Energy","cited_by":55,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Seawater; Desalination; Materials science; Chemical engineering; Portable water purification; Fouling; Membrane; Water treatment; Environmental engineering; Environmental science; Chemistry","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":[0.0002375623,0.0002352347,0.0003072202,0.0001179304,0.00006500157,0.00007194492,0.0001602523,0.0001988373,0.0005381405],"category_scores_gemma":[0.0004139851,0.0001906318,0.0001288665,0.000225827,0.00002076112,0.0002935134,0.00003493088,0.0004048326,0.00006240865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001475517,"about_ca_system_score_gemma":0.00001770327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002557607,"about_ca_topic_score_gemma":3.678783e-7,"domain_scores_codex":[0.9983842,0.00009288537,0.0005013932,0.0003110807,0.0004087374,0.0003016907],"domain_scores_gemma":[0.9990751,0.0001418625,0.00008020717,0.0001675472,0.000229781,0.0003054577],"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":[0.0001355187,0.00001976654,0.00005400914,0.00003187466,0.00006745882,0.000004083454,0.001231366,0.1096498,0.8869604,0.0000825335,0.0001930683,0.001570182],"study_design_scores_gemma":[0.0007500028,0.0000406117,0.0003670384,0.00003790969,0.00003692899,0.00003919839,0.00001811508,0.01187924,0.9809776,0.0001329352,0.005492024,0.0002283968],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8372893,0.00006104841,0.1607671,0.0008388554,0.000614029,0.0001149955,0.00001582891,0.0001214319,0.0001774524],"genre_scores_gemma":[0.9534168,0.000005416174,0.04524126,0.0001872501,0.0008350696,0.00002435817,0.0001694119,0.00005222099,0.00006825539],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1161275,"threshold_uncertainty_score":0.7773738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01337336359558139,"score_gpt":0.2420048682084715,"score_spread":0.2286315046128901,"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."}}