{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001347045,0.0003054599,0.0001682352,0.000154797,0.0001497551,0.0002544401,0.0001105898,0.0002020233,0.0004229572],"category_scores_gemma":[0.00009886675,0.00009294293,0.0002319689,0.0001237194,0.00009246424,0.0001809523,0.00009524147,0.0002734874,0.0001367517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001748348,"about_ca_system_score_gemma":0.0001635074,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001186893,"about_ca_topic_score_gemma":0.002198219,"domain_scores_codex":[0.9999335,0.000004478356,0.000004786004,0.00002109403,0.00002010572,0.00001606079],"domain_scores_gemma":[0.9999499,0.000007219487,0.00001856964,0.000003842206,0.00001080151,0.000009599888],"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":[0.000006204794,0.000002914681,0.000060966,0.00001448702,0.000001336037,0.00002252543,0.000007795339,0.00002149689,0.9993692,0.000007096234,0.000003555137,0.0004825338],"study_design_scores_gemma":[0.000001433109,0.00004150516,0.003351367,0.000003284159,0.000006328663,0.00006485621,0.00001673709,0.0002657669,0.9956885,0.000007558701,0.0005500882,0.000002561824],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882956,0.001004759,0.009605485,0.00002885056,0.000015766,0.0000513589,0.0002364601,0.00005495847,0.0007067452],"genre_scores_gemma":[0.9837766,0.0008655408,0.01331004,0.00003730222,0.000009150276,0.00006206908,0.000450751,0.00002146647,0.001467133],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001186893,"threshold_uncertainty_score":0.002359986,"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."}}