{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007131218,0.0001985258,0.0003949728,0.0002450253,0.0002338313,0.00009864632,0.0004956687,0.00006331284,0.00001527534],"category_scores_gemma":[0.0002995999,0.0001327041,0.00006779233,0.0002786672,0.0002106371,0.000282063,0.0001830465,0.000151164,0.000003704781],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000672143,"about_ca_system_score_gemma":0.00006993401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001565562,"about_ca_topic_score_gemma":0.000009310639,"domain_scores_codex":[0.9985027,0.0000307218,0.0004849525,0.0002930349,0.0002934785,0.0003950549],"domain_scores_gemma":[0.998772,0.0001399336,0.0003102784,0.0003251305,0.0003523086,0.0001003925],"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":[0.000409391,0.0001265246,0.001135202,0.0007592665,0.0001215004,0.00001031233,0.0003637733,0.001078721,0.9852109,0.0004290468,0.003642842,0.006712539],"study_design_scores_gemma":[0.001260866,0.0004417581,0.005372262,0.0002365091,0.00009091688,0.00002340657,0.0002943387,0.0002380008,0.9747784,0.0005988337,0.01646099,0.0002037208],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9839328,0.01257069,0.000621981,0.002095748,0.0004538467,0.0002327678,0.00002626783,0.00002018314,0.00004572994],"genre_scores_gemma":[0.9911546,0.001294768,0.00588061,0.00005535826,0.0004774296,0.000009367433,0.000003571238,0.00001256567,0.001111736],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01281815,"threshold_uncertainty_score":0.5411514,"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."}}