{"id":"W7117467780","doi":"10.1016/j.engstruct.2025.121987","title":"Behaviour of glulam and CLT elements reinforced with CFRP","year":2025,"lang":"en","type":"article","venue":"Engineering Structures","topic":"Wood Treatment and Properties","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Retrofitting; Ductility (Earth science); Reinforcement; Fibre-reinforced plastic; Slab; Finite element method; Flexural strength; Tension (geology)","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":[],"consensus_categories":[],"category_scores_codex":[0.00001906793,0.0001291693,0.0001329446,0.00009075555,0.00001917092,0.00001607722,0.00005663956,0.00003984232,0.00001338839],"category_scores_gemma":[0.000005362865,0.0001000094,0.00001742351,0.0000905317,0.00001496711,0.0000525545,0.00001538643,0.00006832282,3.877432e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001460387,"about_ca_system_score_gemma":0.00000551757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001197581,"about_ca_topic_score_gemma":6.627337e-7,"domain_scores_codex":[0.9995985,0.000002080171,0.0001276486,0.00007727668,0.00006872648,0.0001257692],"domain_scores_gemma":[0.9998262,0.00001205258,0.00001197464,0.0001138446,0.00001292689,0.00002299374],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00006698909,0.00000813565,0.02523448,0.0009918407,0.0008403782,0.0000166377,0.0009202637,0.922526,0.02597638,0.01527156,0.000984397,0.007162916],"study_design_scores_gemma":[0.00290824,0.0003265913,0.3110895,0.0004951868,0.0003282486,0.00002251827,0.0001986005,0.07169986,0.607608,0.0003818696,0.004035422,0.000905957],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953604,0.0009578054,0.002251955,0.00001429074,0.0001515704,0.0001187558,0.000006621003,0.0001999493,0.0009386708],"genre_scores_gemma":[0.9949765,0.00002642054,0.004662267,0.000005477542,0.0000152162,0.000009298641,0.000005677127,0.00001615694,0.0002829821],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8508261,"threshold_uncertainty_score":0.4078266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002783084247018524,"score_gpt":0.1758438705055847,"score_spread":0.1730607862585662,"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."}}