{"id":"W4362735206","doi":"10.5539/jmsr.v12n1p22","title":"Mechanical Performance of Hybrid Graphene Nanoplates, Fly-Ash, Cement, Silica, and Sand Particles Filled Cross-Ply Carbon Fibre Woven Fabric Reinforced Epoxy Polymer Composites Beam and Column","year":2023,"lang":"en","type":"article","venue":"Journal of Materials Science Research","topic":"Fiber-reinforced polymer composites","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Materials science; Composite material; Epoxy; Flexural strength; Charpy impact test; Composite number; Izod impact strength test; Compressive strength; Cement; Toughness; Fracture toughness; Fly ash; Graphene; Brittleness; Glass fiber; Ultimate tensile strength","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":[],"consensus_categories":[],"category_scores_codex":[0.002918813,0.0001941611,0.0004668777,0.000725007,0.0003118408,0.0004096831,0.0005144848,0.00006204021,0.00004753668],"category_scores_gemma":[0.0001534356,0.0001679029,0.00004819005,0.001085471,0.0008429336,0.0006364772,0.0003619971,0.0002412327,0.000006323577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006614895,"about_ca_system_score_gemma":0.0001307442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007769153,"about_ca_topic_score_gemma":0.000001661077,"domain_scores_codex":[0.9969454,0.00008720966,0.000814748,0.0002422415,0.0011508,0.000759616],"domain_scores_gemma":[0.9985691,0.0003232649,0.0001922958,0.0002715734,0.0003312841,0.0003125171],"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":[0.0001667347,0.000008529717,0.001483541,0.0002154929,0.0000338326,0.00001986743,0.0002450602,0.002316865,0.9950736,0.00005768135,0.00009962454,0.0002791965],"study_design_scores_gemma":[0.0007075096,0.0005682201,0.005293289,0.0002113266,0.000014194,0.0001655472,0.00005639474,0.02252925,0.9702207,0.00004597646,0.00002319467,0.0001644049],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983107,0.0009781612,0.000008402524,0.00008486472,0.0002387804,0.0002221436,0.00002561155,0.00004456884,0.00008673767],"genre_scores_gemma":[0.9990795,0.0004387248,0.000196895,0.00000800115,0.00006701816,0.0000088109,0.000003359052,0.00002530748,0.0001723745],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02485288,"threshold_uncertainty_score":0.6846882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0223078791685646,"score_gpt":0.2886434926094882,"score_spread":0.2663356134409236,"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."}}