{"id":"W4296011303","doi":"10.1007/978-3-031-09409-5_19","title":"Behavior of Concentrically Loaded GFRP-RC Circular Hollow Columns with Varying Transverse Reinforcement Ratios","year":2022,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Structural Behavior of Reinforced Concrete","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Reinforcement; Fibre-reinforced plastic; Materials science; Transverse plane; Composite material; Spall; Concentric; Structural engineering; Spiral (railway); Engineering; Mathematics; Geometry","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":[0.000229461,0.000289031,0.0004336135,0.0004283656,0.0004865966,0.0005582474,0.0006310299,0.0006461756,0.004066177],"category_scores_gemma":[0.0009424104,0.0002581624,0.0002103667,0.0003459911,0.0009124729,0.0003720871,0.0003170557,0.0003739598,0.000590378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005911652,"about_ca_system_score_gemma":0.0004037001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004927194,"about_ca_topic_score_gemma":0.005281106,"domain_scores_codex":[0.9997516,0.00002821833,0.000007124988,0.00004932791,0.00009229626,0.00007147613],"domain_scores_gemma":[0.9990221,0.0003106685,0.0001438912,0.00007631781,0.0002411622,0.0002059147],"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":[0.002723556,0.0004109424,0.004343377,0.0001743068,0.00004988909,0.0007070462,0.0006214037,0.1736411,0.7992566,0.001475954,0.002538278,0.01405757],"study_design_scores_gemma":[0.00008437615,0.001629772,0.02389303,0.00006090894,0.00006334591,0.0002023802,0.0008292607,0.5289087,0.4422301,0.0004141117,0.001587665,0.00009631631],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963055,0.00008369329,0.0009351482,0.0000367475,0.00001481265,0.000005866924,0.00015066,0.0001401173,0.002327474],"genre_scores_gemma":[0.9975353,0.00003726422,0.0004324155,0.00001194189,0.000002605736,0.00000412505,0.0001158795,0.0000315049,0.001828976],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004927194,"threshold_uncertainty_score":0.01360267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009315247473324698,"score_gpt":0.1914783087426454,"score_spread":0.1821630612693207,"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."}}