{"id":"W4413132386","doi":"10.6000/1929-5995.2025.14.12","title":"Tensile Modulus Prediction of Glass Fiber/Stainless Steel Wire Mesh-Reinforced Hybrid Composites via Rule of Hybrid Mixtures","year":2025,"lang":"en","type":"article","venue":"Journal of Research Updates in Polymer Science","topic":"Mechanical Behavior of Composites","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universiti Teknologi Malaysia","keywords":"Materials science; Composite material; Ultimate tensile strength; Glass fiber; Modulus; Composite number; Young's modulus; Epoxy; Fiber; Composite laminates; Tensile testing; Elastic modulus","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008077414,0.0006692446,0.0003154435,0.0007445734,0.0001192236,0.0002758921,0.0004137688,0.0004646929,0.0007692442],"category_scores_gemma":[0.0007876351,0.0003341913,0.0004106119,0.0003038157,0.0001650173,0.0003703474,0.0002298963,0.0002480586,0.00031349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002051402,"about_ca_system_score_gemma":0.0001350875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007537546,"about_ca_topic_score_gemma":0.002076786,"domain_scores_codex":[0.9995896,0.00004138126,0.00004062262,0.0001052537,0.0002013373,0.00002168483],"domain_scores_gemma":[0.999441,0.0002034724,0.0001731604,0.00005199013,0.0001136668,0.00001676796],"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":[0.0005746605,0.0001078652,0.01762055,0.0002047962,0.000073791,0.0003301199,0.00009449703,0.06957836,0.884525,0.0003108564,0.0001398388,0.02643961],"study_design_scores_gemma":[0.00001112819,0.0006093511,0.02990443,0.00002343038,0.00008421388,0.0001985534,0.00006820147,0.3713204,0.5967413,0.000139408,0.0008557816,0.00004378928],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9703297,0.0003996783,0.02762247,0.00001549366,0.00002138572,0.00002355413,0.0001930835,0.0003032588,0.001091207],"genre_scores_gemma":[0.9873167,0.0001642224,0.0118646,0.00000458832,0.000002726045,0.00001844366,0.000125541,0.00002017739,0.0004830341],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008077414,"threshold_uncertainty_score":0.004271805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01564894331308791,"score_gpt":0.2992520626904465,"score_spread":0.2836031193773585,"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."}}