{"id":"W2947165029","doi":"10.1177/0021998319853023","title":"Micro-computed tomography analysis of natural fiber and bio-matrix tubular-braided composites","year":2019,"lang":"en","type":"article","venue":"Journal of Composite Materials","topic":"Natural Fiber Reinforced Composites","field":"Materials Science","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University; University of Alberta","funders":"National Research Council Canada; Natural Sciences and Engineering Research Council of Canada; University of Alberta","keywords":"Materials science; Composite material; Braid; Void (composites); Curing (chemistry); Volume fraction; Computed tomography; Composite number; Microstructure","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007897837,0.00039245,0.001669203,0.001383686,0.00009513256,0.0003631347,0.0007219616,0.0001569139,0.0008877416],"category_scores_gemma":[0.00002500517,0.000306347,0.0004771469,0.001102777,0.0001643503,0.0006221556,0.0002768538,0.0002132762,0.00006728297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004892229,"about_ca_system_score_gemma":0.00004122152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003659969,"about_ca_topic_score_gemma":9.995797e-7,"domain_scores_codex":[0.9966487,0.0003010401,0.001646272,0.0003395968,0.0006525948,0.0004118511],"domain_scores_gemma":[0.9967518,0.0004171921,0.001635417,0.0004432389,0.0005768253,0.0001755669],"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":[0.0006075672,0.00005468097,0.003746775,0.000124889,0.0009426744,0.00002098667,0.0001509633,0.001016369,0.9930314,0.0001352501,0.0001008026,0.00006757695],"study_design_scores_gemma":[0.00109176,0.0003113592,0.01953978,0.000217736,0.001081487,0.0001504429,0.00001473326,0.0002556256,0.976604,0.000103733,0.0002923734,0.0003369983],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950667,0.003063018,0.00006298242,0.0001473179,0.001150946,0.0003004596,0.00009635365,0.00004285336,0.00006934953],"genre_scores_gemma":[0.9848344,0.00003471273,0.01469959,0.0001029755,0.0001286861,0.000001324589,0.00004165575,0.00002957241,0.0001271112],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01642749,"threshold_uncertainty_score":0.9999388,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004580286987338307,"score_gpt":0.2355654630206262,"score_spread":0.2309851760332879,"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."}}