{"id":"W4398767511","doi":"10.3390/polym16111494","title":"Comparative Performance of Kevlar, Glass and Basalt Epoxy- and Elium-Based Composites under Static-, Low- and High-Velocity Loading Scenarios—Introduction to an Effective Recyclable and Eco-Friendly Composite","year":2024,"lang":"en","type":"article","venue":"Polymers","topic":"Natural Fiber Reinforced Composites","field":"Materials Science","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Epoxy; Materials science; Composite material; Basalt fiber; Environmentally friendly; Aramid; Vinyl ester; Thermosetting polymer; Composite number; Kevlar; Fibre-reinforced plastic; Glass fiber; Composite epoxy material; Polymer; Fiber; Copolymer","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":[0.0003157999,0.0002979726,0.0004656774,0.0002336386,0.0002838558,0.0003143428,0.0001057303,0.00008041481,0.00002963657],"category_scores_gemma":[0.00001567313,0.0002664496,0.00002247969,0.0002893439,0.0003947975,0.0007071027,0.000132684,0.0001859133,0.000006738369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008064515,"about_ca_system_score_gemma":0.00004293142,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005592315,"about_ca_topic_score_gemma":0.00004141285,"domain_scores_codex":[0.9983038,0.0001524343,0.0003131522,0.0006429882,0.0002388157,0.0003488218],"domain_scores_gemma":[0.9989562,0.0004128985,0.0001057779,0.0001974562,0.00008653918,0.0002411328],"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":[0.0003817861,0.00002194674,0.001577596,0.0004678173,0.00004779132,0.000003458139,0.001148038,0.001401083,0.9924096,0.0006652093,0.00005321494,0.00182243],"study_design_scores_gemma":[0.0006544744,0.0008475168,0.01560846,0.0002948629,0.00008276886,0.00003843674,0.0001806015,0.06132792,0.9204653,0.00008600947,0.00006586792,0.000347816],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952778,0.002003937,0.0009253495,0.0007622069,0.0002785551,0.0005465846,0.00006060735,0.00009603621,0.00004889868],"genre_scores_gemma":[0.9933516,0.00004380922,0.006271821,0.000136843,0.00008057835,0.00001920804,0.00002708304,0.00002278431,0.00004625354],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07194436,"threshold_uncertainty_score":0.9999788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007142770669526466,"score_gpt":0.2481017967328306,"score_spread":0.2409590260633042,"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."}}