{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001316428,0.0004353086,0.000142783,0.0002227056,0.0001288424,0.0002194262,0.0001460471,0.0002884158,0.0007818618],"category_scores_gemma":[0.000131954,0.000164026,0.0002426487,0.0001809668,0.0001266715,0.0002006656,0.0001319972,0.0004493669,0.0003992587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001822183,"about_ca_system_score_gemma":0.00009541628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003106579,"about_ca_topic_score_gemma":0.001104584,"domain_scores_codex":[0.9999183,0.000006649768,0.000005128491,0.00002118502,0.00003096733,0.00001774088],"domain_scores_gemma":[0.9998885,0.00001792523,0.00003852667,0.00001336381,0.00002152805,0.00002011057],"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":[0.00001153603,0.000005093716,0.00004428523,0.00002899998,0.00000176483,0.00003283109,0.000008300619,0.00007966372,0.9984983,0.00003134871,0.00001531948,0.00124256],"study_design_scores_gemma":[9.904002e-7,0.00007269476,0.0009165896,0.000003709181,0.000005666353,0.0001145236,0.000008022887,0.0003422797,0.9973965,0.00001232959,0.001123037,0.000003648178],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9778919,0.001718774,0.01635489,0.00004934521,0.00003804602,0.00004373031,0.0003246157,0.0002685329,0.00331021],"genre_scores_gemma":[0.9825364,0.001012113,0.01297075,0.00002613933,0.000008763198,0.00004380483,0.0002977167,0.00004778864,0.003056535],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007818618,"threshold_uncertainty_score":0.002615571,"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."}}