{"id":"W4378700625","doi":"10.1016/j.tust.2023.105230","title":"Experimental and analytical investigation of precast fiber-reinforced concrete (FRC) tunnel lining segments reinforced with glass-FRP bars","year":2023,"lang":"en","type":"article","venue":"Tunnelling and Underground Space Technology","topic":"Structural Behavior of Reinforced Concrete","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Fibre-reinforced plastic; Precast concrete; Flexural strength; Structural engineering; Materials science; Cracking; Reinforcement; Deflection (physics); Bending; Stiffness; Glass fiber; Composite material; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001384663,0.0003553828,0.0004623834,0.0005119601,0.0001413383,0.00006431084,0.0001696647,0.0003606269,0.00002252662],"category_scores_gemma":[0.00003605533,0.0003403939,0.00004598336,0.0007115416,0.0005265376,0.0002655847,0.0001126886,0.0003729419,0.00001331353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007806525,"about_ca_system_score_gemma":0.0000326406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004668962,"about_ca_topic_score_gemma":7.322348e-7,"domain_scores_codex":[0.9984713,0.00001596916,0.0004108861,0.0003638565,0.0002406056,0.0004973607],"domain_scores_gemma":[0.9991997,0.0001386582,0.0001227858,0.0003147585,0.00006081102,0.0001632495],"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":[0.0002653259,5.025742e-7,0.002924755,0.0004488815,0.0005517667,0.0001037518,0.003135536,0.1431589,0.8145987,0.03191849,0.0002065046,0.002686871],"study_design_scores_gemma":[0.002284816,0.0007241307,0.0006984634,0.0003208031,0.0001442983,0.0002024309,0.004483437,0.625506,0.3643865,0.0003184313,0.0001376718,0.0007929507],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942633,0.0002170841,0.003509502,0.0001741943,0.00009435562,0.0002748551,0.000005832776,0.00105223,0.0004086311],"genre_scores_gemma":[0.9945042,0.0001079899,0.004109354,0.0000166044,0.0000276883,0.00002645775,0.00003268728,0.00005993903,0.00111515],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4823471,"threshold_uncertainty_score":0.9999048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01636451627787743,"score_gpt":0.2338638879827755,"score_spread":0.2174993717048981,"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."}}