{"id":"W7077064139","doi":"10.1016/j.jobab.2025.08.003","title":"Surface amination modification of cellulose hydrogels for enhancing triboelectric performance of extreme environment-resistant triboelectric sensors","year":2025,"lang":"en","type":"article","venue":"Journal of Bioresources and Bioproducts","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Natural Science Foundation of China","keywords":"Triboelectric effect; Composite number; Fabrication; Self-healing hydrogels; Cellulose; Surface modification; Nanogenerator; Conductivity","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009444044,0.0001190253,0.0002914774,0.0002226668,0.00007391231,0.00002239681,0.0003000454,0.00007167036,0.000003011507],"category_scores_gemma":[0.0001848879,0.00009451892,0.00007942507,0.0006100325,0.00006236678,0.0001445789,0.0000468441,0.00009493231,1.866416e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003117203,"about_ca_system_score_gemma":0.000054706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005250169,"about_ca_topic_score_gemma":3.420163e-7,"domain_scores_codex":[0.9987136,0.00004454064,0.0006196146,0.0002263308,0.000219044,0.0001769368],"domain_scores_gemma":[0.9985394,0.0001079933,0.0008414215,0.0002158187,0.0002556585,0.00003973569],"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":[0.0001264107,0.0001015277,0.0007178709,0.0003137397,0.00003335361,9.051807e-7,0.0002629068,0.001062129,0.9766876,0.0002037438,0.00006044174,0.02042937],"study_design_scores_gemma":[0.0004715305,0.0004533303,0.002763788,0.00009053602,0.00003772557,0.0000119259,0.00005182127,0.02639978,0.9670023,0.0002615192,0.00236634,0.00008941111],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9808571,0.002564194,0.0153178,0.0009643029,0.00005727405,0.0001640534,0.000002291297,0.000005979354,0.0000669922],"genre_scores_gemma":[0.9946722,0.0004278271,0.003943827,0.000008353562,0.00003959591,0.000001206707,0.000001731394,0.000001939289,0.0009033012],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02533765,"threshold_uncertainty_score":0.385437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01500589071405514,"score_gpt":0.2119046662337431,"score_spread":0.1968987755196879,"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."}}