{"id":"W2612517717","doi":"10.1680/jmacr.16.00437","title":"Design of GFRP-reinforced rectangular concrete columns under eccentric axial loading","year":2017,"lang":"en","type":"article","venue":"Magazine of Concrete Research","topic":"Structural Behavior of Reinforced Concrete","field":"Engineering","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Australian Research Council; Pultrall","keywords":"Fibre-reinforced plastic; Reinforcement; Stiffness; Materials science; Structural engineering; Ultimate tensile strength; Corrosion; Compression (physics); Composite material; Reinforced concrete; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001514537,0.0003943754,0.0008494862,0.0005700941,0.0003571804,0.0001944317,0.001597767,0.0003303026,0.0006102429],"category_scores_gemma":[0.0008411364,0.0004123534,0.000222273,0.0004657663,0.0009562928,0.0005242404,0.000398894,0.0007939759,0.0001354615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002381637,"about_ca_system_score_gemma":0.0002356976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000185522,"about_ca_topic_score_gemma":0.000001167515,"domain_scores_codex":[0.9959889,0.0002076747,0.0008562063,0.0004129372,0.001402264,0.001132004],"domain_scores_gemma":[0.9962953,0.0006792336,0.0003014303,0.00158414,0.0008197537,0.000320191],"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":[0.0002457408,1.105713e-7,0.0002773362,0.0002583209,0.000173808,0.00005394006,0.0001736217,0.006982339,0.9874027,0.001338818,0.00160152,0.001491737],"study_design_scores_gemma":[0.003220191,0.0006269857,0.00244093,0.0003441056,0.0001002602,0.00004944374,0.0001410678,0.1437699,0.8469071,0.0001621302,0.001481523,0.0007563882],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9666943,0.0008251617,0.01053091,0.0001256023,0.0007528003,0.001594077,0.00006074966,0.0002720043,0.01914442],"genre_scores_gemma":[0.9942539,0.0002908064,0.003669951,0.000009747044,0.00019651,0.00004196204,0.00001924271,0.0001088224,0.001409067],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1404956,"threshold_uncertainty_score":0.9998328,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06065423650521876,"score_gpt":0.3230085470252869,"score_spread":0.2623543105200681,"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."}}