{"id":"W4405328265","doi":"10.1007/978-3-031-61535-1_14","title":"Experimental Study of GFRP-Reinforced Precast Tunnel Segments with Shear Reinforcement Under Punching Loads","year":2024,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Structural Behavior of Reinforced Concrete","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Precast concrete; Structural engineering; Reinforcement; Fibre-reinforced plastic; Punching; Reinforced concrete; Shear (geology); Materials science; Geotechnical engineering; Engineering; Composite material","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":[0.000369497,0.0004151974,0.0003785882,0.0003053448,0.0005524847,0.000190726,0.0006027248,0.000685311,0.003882973],"category_scores_gemma":[0.0008011127,0.0003748083,0.000321013,0.0004054182,0.0006900149,0.0004860274,0.0003213403,0.0005103751,0.000406153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001970247,"about_ca_system_score_gemma":0.0002492033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001955047,"about_ca_topic_score_gemma":0.002546673,"domain_scores_codex":[0.9996767,0.00004559092,0.00001248042,0.00005529912,0.0001110249,0.00009888424],"domain_scores_gemma":[0.9986816,0.0005391985,0.0001786736,0.0001543367,0.0003057671,0.0001403802],"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":[0.001115784,0.0004639061,0.001146609,0.00007693975,0.00001069078,0.0001508332,0.0001909489,0.002992301,0.9914694,0.0001216872,0.00007481762,0.00218609],"study_design_scores_gemma":[0.00008807948,0.008128053,0.0320441,0.00001797921,0.00005155555,0.0002220438,0.0004499771,0.0168257,0.9414219,0.00009626005,0.0006170507,0.00003737691],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988231,0.00005741997,0.0005456913,0.000005922931,0.000008222423,0.000008401853,0.00007579493,0.00002076981,0.0004546638],"genre_scores_gemma":[0.9975716,0.00006568973,0.0005799313,0.000004952407,0.00000517382,0.00001011265,0.00009993654,0.00001137605,0.00165106],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003882973,"threshold_uncertainty_score":0.01298982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01188077210580482,"score_gpt":0.2192001455922126,"score_spread":0.2073193734864077,"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."}}