{"id":"W4391591419","doi":"10.1007/978-3-031-34027-7_8","title":"Finite Element Modeling of Fiber-Reinforced Polymer Composite Tubes Filled with Concrete","year":2024,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Structural Behavior of Reinforced Concrete","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Materials science; Composite number; Finite element method; Composite material; Fiber; Structural engineering; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002076032,0.000482169,0.0006395516,0.0005041336,0.0004364496,0.0008074328,0.001120293,0.001713775,0.003578559],"category_scores_gemma":[0.000523774,0.0005829433,0.0005820894,0.0004118774,0.0006200239,0.0005797153,0.0004336247,0.0004277743,0.0005225348],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005846081,"about_ca_system_score_gemma":0.0007120551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005541696,"about_ca_topic_score_gemma":0.004233077,"domain_scores_codex":[0.9998647,0.00003240199,0.000005574228,0.00002604673,0.00005255622,0.00001865563],"domain_scores_gemma":[0.9997599,0.0001312594,0.00002931917,0.00001856246,0.00004230242,0.00001866468],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000192293,0.00002556702,0.0001824872,0.00001624919,0.000005387086,0.00003709514,0.00002265428,0.9927556,0.003022524,0.001680221,0.0001093798,0.002123719],"study_design_scores_gemma":[0.000001807338,0.000009647389,0.00009684256,0.000003036424,0.000001785313,0.000008275467,0.000007642267,0.9987878,0.0006915355,0.0001818978,0.0002070774,0.00000265163],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4651193,0.00066998,0.4679028,0.0004068784,0.0001348671,0.0001214648,0.0006601174,0.00115233,0.06383228],"genre_scores_gemma":[0.9449762,0.0003373712,0.03063715,0.00005581263,0.00001894837,0.0001032489,0.0002790581,0.0001574321,0.02343493],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005541696,"threshold_uncertainty_score":0.01197153,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008022711919657635,"score_gpt":0.1965661701630609,"score_spread":0.1885434582434033,"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."}}