{"id":"W4394875653","doi":"10.1016/j.heliyon.2024.e29761","title":"Era of bast fibers-based polymer composites for replacement of man-made fibers","year":2024,"lang":"en","type":"article","venue":"Heliyon","topic":"Natural Fiber Reinforced Composites","field":"Materials Science","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nortel (Canada)","funders":"Universidade Federal do Rio Grande do Norte; King Mongkut's University of Technology North Bangkok","keywords":"Bast fibre; Composite material; Materials science; Synthetic fiber; Polymer; Polymer science; Fiber","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":[0.0003698212,0.0004559967,0.0004607139,0.0008923396,0.0002915854,0.0009408587,0.0003816292,0.0009037322,0.004425507],"category_scores_gemma":[0.0003059746,0.0002373126,0.0004677746,0.0005989944,0.0003870781,0.001594634,0.0005972688,0.001400561,0.001835607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000452771,"about_ca_system_score_gemma":0.0003346845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004116477,"about_ca_topic_score_gemma":0.0009504845,"domain_scores_codex":[0.9997332,0.00003281788,0.00001468843,0.00006739862,0.0001121734,0.00003985642],"domain_scores_gemma":[0.9998515,0.00003936632,0.00003017817,0.00001170012,0.0000458836,0.00002144733],"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":[0.0003018971,0.0003830481,0.001517185,0.01521116,0.0001761934,0.002012243,0.0006319577,0.002280768,0.4916065,0.04193486,0.01447848,0.4294657],"study_design_scores_gemma":[0.00001360266,0.0005061032,0.002797505,0.001417057,0.00009350832,0.002228663,0.0002743715,0.001733024,0.1816954,0.005702089,0.8034797,0.00005890414],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.07762908,0.8423799,0.01481255,0.00164674,0.002155886,0.0000658385,0.0003230434,0.0002713719,0.06071563],"genre_scores_gemma":[0.3144291,0.6345322,0.01617145,0.001438184,0.0009921531,0.00008600797,0.0004086902,0.0001750127,0.03176715],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004425507,"threshold_uncertainty_score":0.01480478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0118134444302756,"score_gpt":0.2643597262919738,"score_spread":0.2525462818616982,"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."}}