{"id":"W4412979754","doi":"10.1016/j.jobab.2025.08.001","title":"Catalyst-free engineered robust cellulose ionogel for high-performance ionotronic devices","year":2025,"lang":"en","type":"article","venue":"Journal of Bioresources and Bioproducts","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fujian Agriculture and Forestry University; National Natural Science Foundation of China","keywords":"Catalysis; Cellulose; Materials science; Chemistry; Chemical engineering; Engineering; Organic chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001198134,0.0003644394,0.0001684668,0.0002423962,0.0001093889,0.0003025246,0.0002287785,0.0003508158,0.0008418867],"category_scores_gemma":[0.0001813664,0.0001448377,0.0002729438,0.0001805062,0.0001331399,0.0004137048,0.0002550701,0.0004930999,0.0003432928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002517193,"about_ca_system_score_gemma":0.0001473999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002329441,"about_ca_topic_score_gemma":0.0005562365,"domain_scores_codex":[0.9999167,0.000005481586,0.000007227927,0.00001963024,0.00003077163,0.00002023661],"domain_scores_gemma":[0.9999355,0.0000102463,0.00001981913,0.000006114414,0.0000127474,0.00001553106],"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":[0.000009920994,0.000008158266,0.00005341871,0.00005366564,0.000004154026,0.0000511921,0.00001095019,0.000290918,0.9973632,0.000280878,0.00008076737,0.001792837],"study_design_scores_gemma":[0.00000595402,0.00003374881,0.0002982246,0.000004906142,0.000007501341,0.00006815769,0.00001199069,0.002481305,0.9941812,0.00006503944,0.002832627,0.00000943339],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8929789,0.005205945,0.08798709,0.0004036152,0.0003086295,0.0001035537,0.001052698,0.00107755,0.01088211],"genre_scores_gemma":[0.9605917,0.001842086,0.0344185,0.000080456,0.00003444217,0.00006172083,0.0004892743,0.0001212894,0.002360583],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008418867,"threshold_uncertainty_score":0.002816379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01365290980344831,"score_gpt":0.2408546114338028,"score_spread":0.2272017016303545,"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."}}