{"id":"W4414084744","doi":"10.1002/advs.202509204","title":"Robust Antifogging and Antifouling Coating Tailored with Zwitterionic Nanocellulose for Multi‐Functional Applications","year":2025,"lang":"en","type":"article","venue":"Advanced Science","topic":"Surface Modification and Superhydrophobicity","field":"Materials Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Natural Science Foundation of Tianjin City; Tianjin University; National Natural Science Foundation of China","keywords":"Biofouling; Nanocellulose; Coating; Cellulose; Nanofiber; Polyacrylic acid; Biocompatible 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001415214,0.0004918013,0.0001950929,0.0002575954,0.000133257,0.0002334704,0.0002438861,0.0004487476,0.0004971156],"category_scores_gemma":[0.0001675784,0.0001430293,0.0002109953,0.0001910917,0.0001589355,0.0002886918,0.0002249747,0.0003313087,0.0002466144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003247574,"about_ca_system_score_gemma":0.0002088484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008270344,"about_ca_topic_score_gemma":0.001692474,"domain_scores_codex":[0.9999101,0.000007463642,0.00000624086,0.00001674511,0.0000342205,0.00002527134],"domain_scores_gemma":[0.9998881,0.00001220817,0.00003890281,0.00001074107,0.00002445699,0.00002565729],"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":[0.000006500984,0.000003443597,0.00001679076,0.00001094369,0.000001367712,0.0000146627,0.000002793898,0.00005053091,0.9993917,0.00001917738,0.0000108709,0.0004711737],"study_design_scores_gemma":[0.000002486539,0.00004509044,0.000566659,0.000002120126,0.000004926861,0.00006229719,0.000005088611,0.0008601223,0.9975431,0.00001160108,0.0008922516,0.00000439863],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9814827,0.002034328,0.01386211,0.00009650827,0.00005124396,0.00004777382,0.0001513906,0.0001865395,0.002087341],"genre_scores_gemma":[0.9834262,0.00100819,0.01326915,0.0000791682,0.00001586597,0.00003919401,0.0001627426,0.00004702976,0.001952462],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008270344,"threshold_uncertainty_score":0.002356291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04499504846923832,"score_gpt":0.2853408479264239,"score_spread":0.2403457994571856,"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."}}