{"id":"W4414447009","doi":"10.1016/j.ress.2025.111746","title":"Strength resistance factors calibration for punching shear in FRP-reinforced concrete slabs","year":2025,"lang":"en","type":"article","venue":"Reliability Engineering & System Safety","topic":"Structural Behavior of Reinforced Concrete","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Limit state design; Consistency (knowledge bases); Reliability (semiconductor); Punching; Probabilistic logic; Resistance Factors; Calibration; Fibre-reinforced plastic","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":[0.0004798858,0.0004603353,0.0006471152,0.0002655862,0.00009511884,0.00008108919,0.0003305167,0.0002976782,0.000008925563],"category_scores_gemma":[0.0003546198,0.0004720995,0.0002083316,0.00052852,0.00002906409,0.0003921188,0.00003811421,0.0003887189,0.000002833084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00125064,"about_ca_system_score_gemma":0.0000711626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001048836,"about_ca_topic_score_gemma":0.00000618741,"domain_scores_codex":[0.997635,0.00003623482,0.001026595,0.0004454323,0.000260061,0.0005966857],"domain_scores_gemma":[0.9984835,0.0005603874,0.00007551196,0.0006743934,0.00008316749,0.0001230549],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008724175,1.761141e-7,0.001033084,0.003380858,0.00006209828,0.000003458822,0.000397923,0.9583731,0.02433647,0.01197318,0.00007601086,0.0002764017],"study_design_scores_gemma":[0.001093648,0.0000257158,0.005762456,0.000993831,0.00005079836,0.000001878175,0.0002347884,0.9512545,0.03606541,0.00001329943,0.003871973,0.0006317042],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8575664,0.0002853784,0.1350199,0.00004474278,0.001891852,0.002103757,0.0001510655,0.001891534,0.001045414],"genre_scores_gemma":[0.993655,0.00001038601,0.00562033,0.000006745362,0.0000639147,0.0002159672,0.00009306775,0.00006707304,0.0002675075],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1360887,"threshold_uncertainty_score":0.9997731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004934687249774359,"score_gpt":0.2042833175713538,"score_spread":0.1993486303215795,"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."}}