{"id":"W4400642526","doi":"10.3390/app14146133","title":"Fenton-Based Treatment of Flax Biomass for Modification of Its Fiber Structure and Physicochemical Properties","year":2024,"lang":"en","type":"article","venue":"Applied Sciences","topic":"Natural Fiber Reinforced Composites","field":"Materials Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Saskatchewan","funders":"","keywords":"Fiber; Adsorption; Materials science; Chemical engineering; Raw material; Hydrogen peroxide; Cellulose fiber; Scanning electron microscope; Composite material; Chemistry; Organic chemistry","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":[0.0001508694,0.0004809787,0.0001694757,0.000236566,0.0001734705,0.0001629774,0.000135869,0.0003758266,0.000773361],"category_scores_gemma":[0.0001024187,0.0001180476,0.0002541344,0.0001415815,0.0001324386,0.000282192,0.0001140053,0.0002821677,0.0001352417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002689102,"about_ca_system_score_gemma":0.0001419941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001407678,"about_ca_topic_score_gemma":0.003287674,"domain_scores_codex":[0.999927,0.000007818913,0.000005143132,0.0000211577,0.00002151839,0.00001723091],"domain_scores_gemma":[0.9999599,0.000007762568,0.00001310187,0.00000328019,0.00001091185,0.000004967229],"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":[0.00002061934,0.0000086814,0.0001108553,0.00005046872,0.000002848559,0.00003867686,0.00001185656,0.0001208503,0.9975689,0.0000393437,0.00002987291,0.001997106],"study_design_scores_gemma":[0.000002508629,0.00009790879,0.002478812,0.000005117564,0.000008567235,0.00007686225,0.00001796659,0.001045764,0.99524,0.00003406064,0.0009866423,0.000005801869],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.983973,0.002406578,0.01095318,0.0001553455,0.00002937055,0.00004726623,0.0002907444,0.00009880841,0.002045821],"genre_scores_gemma":[0.9884804,0.001386366,0.00739696,0.00005745412,0.00000630878,0.0000370218,0.0002381739,0.00001589178,0.002381192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001407678,"threshold_uncertainty_score":0.002798975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03149570392800179,"score_gpt":0.2735304933785718,"score_spread":0.2420347894505701,"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."}}