{"id":"W3097043695","doi":"10.1016/j.carbpol.2020.117352","title":"Ultra-low pressure cellulose-based nanofiltration membrane fabricated on layer-by-layer assembly for efficient sodium chloride removal","year":2020,"lang":"en","type":"article","venue":"Carbohydrate Polymers","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":73,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of New Brunswick","funders":"National Natural Science Foundation of China","keywords":"Nanofiltration; Membrane; Chemical engineering; X-ray photoelectron spectroscopy; Scanning electron microscope; Cellulose; Materials science; Layer by layer; Layer (electronics); Regenerated cellulose; Composite number; Chemistry; Composite material","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002079553,0.0004094296,0.0003538013,0.00008516439,0.000211542,0.00009368478,0.0005726581,0.0002612017,0.0006292135],"category_scores_gemma":[0.0001782408,0.0003916627,0.0001702391,0.0007098936,0.0002409725,0.0001559202,0.00005131435,0.0002297942,0.0003852726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001346325,"about_ca_system_score_gemma":0.00005216792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001533813,"about_ca_topic_score_gemma":0.000008324082,"domain_scores_codex":[0.9973391,0.00009209531,0.0004624167,0.0008851101,0.0006093276,0.0006119126],"domain_scores_gemma":[0.998794,0.0001636031,0.0002559287,0.0004982004,0.00002521311,0.0002630483],"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":[0.0003145922,0.0001054476,0.00004817759,0.00004679428,0.00003073448,0.000008447661,0.0001871175,0.03113916,0.963139,0.0001102919,0.004395342,0.0004749208],"study_design_scores_gemma":[0.0009225904,0.0002630795,0.00003628861,0.00001340512,0.00006158625,0.000001276604,0.00008661544,0.09509487,0.8948122,0.000007379461,0.008294215,0.0004065071],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9761447,0.0001612066,0.004509653,0.006582849,0.0004623475,0.001506315,0.000164119,0.000752573,0.009716188],"genre_scores_gemma":[0.9960917,0.000008669153,0.0002674023,0.002012761,0.00007337394,0.0001606692,0.0001930713,0.00006414044,0.001128164],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06832679,"threshold_uncertainty_score":0.9998536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01965096213992646,"score_gpt":0.2357727835485169,"score_spread":0.2161218214085905,"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."}}