{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005531712,0.0001247535,0.0001407891,0.0001325117,0.001215705,0.0001829869,0.0002462878,0.00002790003,0.0000167804],"category_scores_gemma":[0.0001194819,0.0001068027,0.00002050428,0.0006929249,0.0006414898,0.0005241273,0.00007734461,0.00006582355,0.00001051995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006633469,"about_ca_system_score_gemma":0.000215666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009896808,"about_ca_topic_score_gemma":0.00001183097,"domain_scores_codex":[0.9986185,0.00001741588,0.0002108778,0.0006128802,0.0002207599,0.0003195922],"domain_scores_gemma":[0.9991848,0.0001254266,0.00008700551,0.0002760544,0.000249881,0.0000767587],"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":[0.00002636302,0.00002797809,0.001198506,0.00002409649,0.000001074434,2.459955e-7,0.0000956989,0.01091219,0.9841049,0.001863176,0.000005564189,0.001740254],"study_design_scores_gemma":[0.001007611,0.00003437736,0.004230615,0.00007674784,0.00001255552,0.000006311495,0.0006252414,0.1397699,0.8525686,0.0003257831,0.001098918,0.0002432637],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5296187,0.00008034631,0.4695136,0.0001609436,0.0001101968,0.0003381473,0.00000532529,0.00006491411,0.0001078489],"genre_scores_gemma":[0.8626251,0.00001041165,0.1366626,0.0002228005,0.0000125871,0.0001559624,0.000004812939,0.000007176398,0.0002985343],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3330064,"threshold_uncertainty_score":0.9350346,"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."}}