{"id":"W4392338552","doi":"10.1016/j.indcrop.2024.118313","title":"Surfactant-modified cellulose nanocrystal enhanced loess-beam-like electrospinning membrane for selective oil/water separation","year":2024,"lang":"en","type":"article","venue":"Industrial Crops and Products","topic":"Electrospun Nanofibers in Biomedical Applications","field":"Materials Science","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"4Cs Foundation; China Scholarship Council","keywords":"Membrane; Chemical engineering; Materials science; Polyacrylonitrile; Electrospinning; Nanofiber; Contact angle; Pulmonary surfactant; Wetting; Polymer; Composite material; Chemistry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001738205,0.0003016243,0.0002441872,0.0001883302,0.0001744808,0.0002422421,0.0002847757,0.0004776583,0.000680771],"category_scores_gemma":[0.0001614105,0.0001302451,0.0002036997,0.0001510661,0.0001480848,0.0004021406,0.0002033449,0.0003991503,0.0003226364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004400555,"about_ca_system_score_gemma":0.0003082657,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001271838,"about_ca_topic_score_gemma":0.003266969,"domain_scores_codex":[0.9998935,0.00000945272,0.000008213528,0.00003314898,0.00003529737,0.00002028723],"domain_scores_gemma":[0.9999269,0.00001226594,0.00002170907,0.00000547009,0.00001913239,0.0000144267],"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":[0.00001323719,0.000005975216,0.00001827142,0.00001935771,0.000002232801,0.00002166741,0.000004601438,0.00004323655,0.9989506,0.00005036397,0.0000326512,0.0008378387],"study_design_scores_gemma":[0.000004762735,0.00002201949,0.000299885,0.000001736623,0.000004960477,0.00003555055,0.000005418313,0.00158863,0.9974205,0.00001099133,0.0006016011,0.000003893965],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9714632,0.002802938,0.02142455,0.0002471315,0.00009201671,0.00004319302,0.0001576942,0.0003107804,0.003458461],"genre_scores_gemma":[0.9852929,0.001192527,0.009526602,0.0001215256,0.00001886492,0.00002705689,0.0001083803,0.00003019606,0.003681942],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001271838,"threshold_uncertainty_score":0.003192902,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02342117097024303,"score_gpt":0.2834471433657262,"score_spread":0.2600259723954831,"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."}}