{"id":"W2930080201","doi":"10.11159/icsect19.113","title":"Experimental Study on Concrete Columns Confined with External FRP","year":2019,"lang":"en","type":"article","venue":"Proceedings of the World Congress on Civil, Structural, and Environmental Engineering","topic":"Structural Behavior of Reinforced Concrete","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Consejo Superior de Investigaciones Científicas","keywords":"Fibre-reinforced plastic; Materials science; Structural engineering; Composite material; Computer science; Engineering","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00004761782,0.000456769,0.0003979857,0.0001330762,0.00008643173,0.00008374396,0.0003759465,0.000060947,0.0001638802],"category_scores_gemma":[0.000004288852,0.0003409252,0.00008334337,0.0001324029,0.0001178003,0.0002327285,0.0001199496,0.0003641769,0.000007041173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001303171,"about_ca_system_score_gemma":0.000003518976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000975715,"about_ca_topic_score_gemma":9.268443e-7,"domain_scores_codex":[0.998492,0.000003690195,0.0002998985,0.0003623646,0.0004690883,0.0003729652],"domain_scores_gemma":[0.9994974,0.0000445075,0.0001076096,0.0002152473,0.00001010328,0.0001250912],"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":[0.0002587739,0.000005024071,0.02687603,0.0001282527,0.000201962,0.000006561525,0.0004786584,0.01817131,0.9525208,0.0009826509,0.00007408969,0.0002959133],"study_design_scores_gemma":[0.003356453,0.001377451,0.1078689,0.0004732353,0.0000987965,0.00006869227,0.001502727,0.02259524,0.8614488,0.00001132086,0.0002522351,0.0009460792],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970831,0.0001088069,0.000002510848,0.00001154055,0.0006750529,0.000816963,0.00002482876,0.0001430952,0.001134105],"genre_scores_gemma":[0.9990266,0.000007321314,0.0002146964,0.0000281286,0.00004409766,0.00004299973,0.000002872746,0.00007671495,0.0005565566],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09107193,"threshold_uncertainty_score":0.9999043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004922301889769832,"score_gpt":0.1880304022460476,"score_spread":0.1831081003562778,"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."}}