{"id":"W4400229653","doi":"10.1016/j.indcrop.2024.119101","title":"Revealing the structural variation and degradation mechanism of cellulose during ozone oxidation treatment","year":2024,"lang":"en","type":"article","venue":"Industrial Crops and Products","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Degradation (telecommunications); Ozone; Cellulose; Chemistry; Mechanism (biology); Variation (astronomy); Chemical engineering; Environmental chemistry; Organic chemistry; Computer science","routes":{"ca_aff":true,"ca_fund":false,"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":[0.00009124507,0.0001421125,0.00009584277,0.0001689966,0.0001366214,0.0001381919,0.0001588954,0.000207367,0.0007895096],"category_scores_gemma":[0.000151416,0.0001131817,0.0001795413,0.0001967497,0.0001744334,0.0001774935,0.00008929175,0.0003862119,0.00006543325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001676168,"about_ca_system_score_gemma":0.0001155763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002369871,"about_ca_topic_score_gemma":0.002925597,"domain_scores_codex":[0.9999478,0.000003620028,0.000001627205,0.00001220477,0.00001428639,0.00002046494],"domain_scores_gemma":[0.9999195,0.00001926659,0.0000307819,0.000007782757,0.00001370831,0.000008952006],"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":[0.00005021167,0.000006543103,0.0006506465,0.00001164398,0.000003773641,0.00002562757,0.00002168621,0.00005027962,0.9984053,0.00003886842,0.00001187624,0.0007234996],"study_design_scores_gemma":[0.000004647295,0.00008982409,0.02719679,0.000002221133,0.00001527307,0.0001213282,0.00007820406,0.001545356,0.9703498,0.00005236436,0.000537575,0.000006586513],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986045,0.0001834152,0.0008041561,0.00001904908,0.000004344417,0.000002122698,0.00007341453,0.000007560138,0.0003015506],"genre_scores_gemma":[0.9987682,0.0001573526,0.0005550089,0.00001160212,0.000002500345,0.000002592997,0.0000932847,0.000005352077,0.0004041326],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002369871,"threshold_uncertainty_score":0.004712164,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04813545591529921,"score_gpt":0.2839410088340933,"score_spread":0.2358055529187941,"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."}}