{"id":"W4408174876","doi":"10.18280/rcma.350107","title":"Novel Fiber-Reinforced Composites for Lightweight Ballistic Protection: A Structural and Performance Study","year":2025,"lang":"en","type":"article","venue":"Revue des composites et des matériaux avancés","topic":"Mechanical Behavior of Composites","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Composite material; Materials science; Fiber-reinforced composite; Ballistic impact; Fiber; Fibre-reinforced plastic; Structural engineering; Composite number; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002265836,0.0004969892,0.0006264914,0.0002615338,0.0004456026,0.0002995926,0.0003946553,0.0001449534,0.00004920219],"category_scores_gemma":[0.00006148458,0.0004510456,0.0001337813,0.0003710128,0.0001439473,0.000391692,0.0001653585,0.0003310878,0.00002666394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001603883,"about_ca_system_score_gemma":0.00002402143,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001554765,"about_ca_topic_score_gemma":0.00002133833,"domain_scores_codex":[0.998126,0.0000509717,0.0006283563,0.0004808867,0.0001923146,0.0005214425],"domain_scores_gemma":[0.9986703,0.0003775711,0.00009243799,0.0004781183,0.0002154943,0.0001660952],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0009408928,0.0003788215,0.009973888,0.009351893,0.0009226303,0.00003160579,0.001984552,0.2195597,0.7100435,0.01302763,0.0002954841,0.03348945],"study_design_scores_gemma":[0.002743791,0.00116413,0.0269382,0.00105073,0.0003907667,0.000195325,0.00005454773,0.9143804,0.04940708,0.0008156131,0.001912886,0.0009465798],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7651011,0.0006017166,0.2301353,0.0000634725,0.0003404685,0.002200444,0.00004418593,0.0006127387,0.0009005922],"genre_scores_gemma":[0.898981,0.0000534595,0.09910928,0.00003778607,0.0000933472,0.0004332664,0.00004387328,0.00007583926,0.001172172],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6948206,"threshold_uncertainty_score":0.9997941,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04301600912300521,"score_gpt":0.2720442884869428,"score_spread":0.2290282793639376,"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."}}