{"id":"W4392076841","doi":"10.1016/j.tust.2024.105667","title":"Concave performance evaluation of GFRP-reinforced precast concrete tunnel lining segments","year":2024,"lang":"en","type":"article","venue":"Tunnelling and Underground Space Technology","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Precast concrete; Fibre-reinforced plastic; Structural engineering; Serviceability (structure); Deflection (physics); Reinforcement; Limit state design; Materials science; Flexural strength; Moment of inertia; Geotechnical engineering; Composite material; Engineering; Physics","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":[0.0003785168,0.0004646015,0.0004302241,0.000501046,0.0005184591,0.000557585,0.0006539365,0.0006250577,0.003345787],"category_scores_gemma":[0.0008305435,0.000182968,0.0003476838,0.0005162137,0.0003946082,0.0003403122,0.0003327067,0.0002385146,0.0008769722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004946832,"about_ca_system_score_gemma":0.0004973758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004442142,"about_ca_topic_score_gemma":0.004621928,"domain_scores_codex":[0.999546,0.00004598803,0.0000134953,0.000047891,0.0002448433,0.0001017402],"domain_scores_gemma":[0.9991459,0.0001496445,0.0001115444,0.00006490488,0.0004279006,0.00009997614],"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":[0.002417797,0.0002405762,0.01563624,0.0001921143,0.00003181415,0.0004320503,0.0003524297,0.2538822,0.681164,0.0006723462,0.0005598662,0.04441861],"study_design_scores_gemma":[0.0000301754,0.004118341,0.05966519,0.00002806317,0.00006338976,0.0002109112,0.0005414931,0.4448994,0.4886652,0.0001090613,0.001604726,0.00006407217],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953573,0.0000514411,0.002628095,0.000008070997,0.000005790834,0.000005497615,0.00005784853,0.00008812197,0.001797749],"genre_scores_gemma":[0.9975266,0.00003289989,0.0005319953,0.000001921331,0.000001360695,0.000002187444,0.00007488261,0.00001553307,0.001812676],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004442142,"threshold_uncertainty_score":0.0111928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01445340702217655,"score_gpt":0.2315801683707875,"score_spread":0.217126761348611,"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."}}