{"id":"W4414768622","doi":"10.3390/polym17192671","title":"Processing of Pineapple Leaf Fibers for the Production of Oxidized Micro-/Nanofibrillated Cellulose","year":2025,"lang":"en","type":"article","venue":"Polymers","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Canada Foundation for Innovation","keywords":"Organosolv; Cellulosic ethanol; Cellulose; Hydrogen peroxide; Acetic acid; Cellulose fiber; Raw material; Fiber","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003581451,0.0001156017,0.0002535934,0.00009235306,0.0001641859,0.00001276245,0.0002030435,0.00003632262,0.00003729511],"category_scores_gemma":[0.0003454051,0.00008049556,0.00007849998,0.0004184391,0.0004463768,0.000100538,0.00009419851,0.00004073813,0.000002547668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003728911,"about_ca_system_score_gemma":0.0001369105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009926876,"about_ca_topic_score_gemma":0.000006248948,"domain_scores_codex":[0.9989058,0.00004227578,0.0003136086,0.0002562816,0.0002005349,0.0002814523],"domain_scores_gemma":[0.9990798,0.0002591267,0.0002013671,0.0002517317,0.0001836013,0.00002440778],"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":[0.0002030122,0.00002576215,0.00003747005,0.0004007369,0.00003112924,1.320909e-7,0.000391728,0.0001022969,0.99164,0.0001083886,0.0006567306,0.006402612],"study_design_scores_gemma":[0.0003177398,0.00003890009,0.00005745788,0.0001093013,0.00003876471,6.05784e-7,0.0006343597,0.0001484653,0.9959767,0.0001614455,0.002444616,0.00007160275],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9728465,0.01536396,0.00646166,0.002052628,0.0007362729,0.001379391,0.00003550388,0.00007437691,0.001049706],"genre_scores_gemma":[0.9921882,0.0001780327,0.003610897,0.00002055903,0.00004490354,0.0000621818,0.00000376388,0.00001335077,0.003878084],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01934172,"threshold_uncertainty_score":0.3282513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01879805012925761,"score_gpt":0.3009895077979653,"score_spread":0.2821914576687077,"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."}}