{"id":"W4411957347","doi":"10.1016/j.compositesa.2025.109153","title":"Mechanical performance and reinforcing potential of spun cellulose filaments in bio-based epoxy composites","year":2025,"lang":"en","type":"article","venue":"Composites Part A Applied Science and Manufacturing","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Wallenberg Wood Science Center; Knut och Alice Wallenbergs Stiftelse","keywords":"Composite material; Materials science; Epoxy; Cellulose","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009026963,0.0002089557,0.0003524638,0.0003805921,0.0004527572,0.0001340046,0.0003714031,0.00005509814,0.00001466315],"category_scores_gemma":[0.00003463955,0.0001837827,0.00002471465,0.0003412498,0.0009675337,0.0003149199,0.0006842319,0.00017832,0.00000530192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008831979,"about_ca_system_score_gemma":0.0001100911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002351271,"about_ca_topic_score_gemma":0.000005577608,"domain_scores_codex":[0.9978768,0.00002526586,0.0003961786,0.0005741151,0.0005659808,0.0005616699],"domain_scores_gemma":[0.9992864,0.0001397466,0.0001183794,0.0002646711,0.00007250498,0.0001182916],"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":[0.00008150555,0.00003876027,0.0009421697,0.0002087791,0.000004501454,0.000005295663,0.0001099435,0.001886684,0.9937299,0.0005628188,0.00001187181,0.002417784],"study_design_scores_gemma":[0.0006254678,0.00007710775,0.006952688,0.0001853906,0.00001177982,0.000002557152,0.00009149242,0.01320494,0.9782664,0.0002803453,0.0001303125,0.0001715796],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948955,0.0002138472,0.003138675,0.0000892996,0.0001069013,0.0003867882,0.0000038701,0.00003879704,0.001126373],"genre_scores_gemma":[0.9955759,0.00006838887,0.004170727,0.00006945992,0.0000152154,0.00003355355,0.00000274865,0.000006994378,0.00005702054],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01546354,"threshold_uncertainty_score":0.7494439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01112885536532961,"score_gpt":0.2526140888444253,"score_spread":0.2414852334790957,"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."}}