{"id":"W4416572593","doi":"10.1080/17452759.2025.2589848","title":"Bio-derived PA11/bamboo charcoal/glass fibre composites for fused filament fabrication, warpage control, strength and flame retardancy","year":2025,"lang":"en","type":"article","venue":"Virtual and Physical Prototyping","topic":"Natural Fiber Reinforced Composites","field":"Materials Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Engineering and Physical Sciences Research Council; Trent University; Nottingham Trent University","keywords":"Ultimate tensile strength; Toughness; Compounding; Fabrication; Stiffness; Shrinkage; Honeycomb; Honeycomb structure; Bamboo charcoal; Deformation (meteorology)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001302703,0.0002530674,0.0003968078,0.00007051922,0.0003458288,0.0001860364,0.0001941956,0.00007261786,0.00001175521],"category_scores_gemma":[0.00007154372,0.0002048295,0.00007861418,0.0001486069,0.000167101,0.0002772335,0.0001295959,0.0001435124,0.00001114378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000311498,"about_ca_system_score_gemma":0.00003326145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001772887,"about_ca_topic_score_gemma":0.000001170161,"domain_scores_codex":[0.9986616,0.00007364612,0.0002938977,0.0004789656,0.0001595756,0.0003322856],"domain_scores_gemma":[0.9989941,0.0004452145,0.0001160826,0.000222836,0.0001171498,0.0001046311],"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":[0.0003249696,0.00005030519,0.0001171844,0.0001758674,0.00003541092,6.095012e-7,0.0003071315,0.00002511285,0.9801607,0.01057994,0.0001164859,0.008106336],"study_design_scores_gemma":[0.002292579,0.0006353411,0.001850474,0.0003247935,0.0000781394,0.000001843496,0.00006863075,0.03070504,0.9549198,0.006317614,0.002399005,0.0004067905],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9880205,0.0003848638,0.007485493,0.0009702186,0.0001205027,0.002650481,0.0000896322,0.0001407796,0.0001374723],"genre_scores_gemma":[0.9975829,0.00001956017,0.001169883,0.0003209699,0.000164154,0.0004975186,0.00003905016,0.00001574577,0.0001902049],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03067993,"threshold_uncertainty_score":0.8352705,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009302427565248593,"score_gpt":0.2468766348929994,"score_spread":0.2375742073277508,"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."}}