{"id":"W4409091604","doi":"10.1021/acsnano.4c18542","title":"Magnetoresponsive Cellulose Nanofiber Hydrogels: Dynamic Structuring, Selective Light Transmission, and Information Encoding","year":2025,"lang":"en","type":"article","venue":"ACS Nano","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Science Foundation of Jiangsu Province; National Natural Science Foundation of China; Canada Excellence Research Chairs, Government of Canada; Canada Foundation for Innovation","keywords":"Nanofiber; Structuring; Cellulose; Self-healing hydrogels; Encoding (memory); Materials science; Transmission (telecommunications); Information transmission; Nanotechnology; Chemical engineering; Computer science; Polymer chemistry; Telecommunications; Computer network; Engineering; Business","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001468827,0.0002965155,0.00008509076,0.0001092025,0.00006650741,0.0001635962,0.0001643908,0.000159818,0.0005064729],"category_scores_gemma":[0.0001420582,0.00009421136,0.00009623126,0.00007425687,0.0001568972,0.0002236544,0.000120538,0.0002289121,0.0001082014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000199665,"about_ca_system_score_gemma":0.0001269998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003669553,"about_ca_topic_score_gemma":0.000876104,"domain_scores_codex":[0.9999342,0.000008351554,0.000003677617,0.00001616721,0.00002079956,0.00001688124],"domain_scores_gemma":[0.9998851,0.00002125212,0.0000558267,0.000007330304,0.000009195111,0.00002132726],"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":[0.0000184327,0.000007182046,0.00002678321,0.00002088315,0.000001449723,0.00002244628,0.000006931712,0.0000716119,0.9984614,0.00007222652,0.00002101232,0.001269699],"study_design_scores_gemma":[0.00000548939,0.00004335627,0.0003099524,0.000001950945,0.000002725197,0.00006195881,0.000003331488,0.0008076815,0.9983072,0.00001849529,0.0004343714,0.000003519504],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9836987,0.001756009,0.01103811,0.0001346312,0.00003867978,0.00002800107,0.0001220852,0.0001435459,0.003040125],"genre_scores_gemma":[0.9886091,0.0007080588,0.008974878,0.00005930157,0.00001721328,0.00001850613,0.00005645685,0.00002625726,0.00153035],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005064729,"threshold_uncertainty_score":0.001694262,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00500519670979935,"score_gpt":0.2525412452700189,"score_spread":0.2475360485602196,"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."}}