{"id":"W4391546720","doi":"10.1007/978-3-031-34027-7_25","title":"Long-Term Durability of Shear Critical GFRP RC Beams","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":"University of Toronto","funders":"","keywords":"Durability; Fibre-reinforced plastic; Term (time); Structural engineering; Shear (geology); Materials science; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000114048,0.0007900614,0.000880396,0.0004488036,0.00001802094,0.00005305268,0.0003873968,0.0009107575,0.0006913274],"category_scores_gemma":[0.000245265,0.0008263062,0.0003542936,0.0001375065,0.0001152373,0.0001151097,0.0001242192,0.001811297,0.0000464237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003932772,"about_ca_system_score_gemma":0.00003381604,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001034418,"about_ca_topic_score_gemma":0.00002448067,"domain_scores_codex":[0.9977391,0.000004458196,0.0007408108,0.0005185531,0.0004255783,0.0005715078],"domain_scores_gemma":[0.9985265,0.0005283692,0.0000414242,0.0006851236,0.00006588188,0.0001527433],"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":[0.000026,0.000002078439,0.0002853045,0.009781798,0.0003655374,0.0006227333,0.0004576357,0.9342318,0.01920081,0.01783535,0.00003476033,0.0171562],"study_design_scores_gemma":[0.003575833,0.001065516,0.01260881,0.03932024,0.003370018,0.001875344,0.000009885809,0.5322264,0.3054572,0.06474902,0.0163796,0.01936214],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09844366,0.08083797,0.5414643,0.0005881557,0.02817111,0.004830766,0.001177263,0.01111401,0.2333727],"genre_scores_gemma":[0.9959267,0.000169633,0.00217899,0.00001462493,0.0004394645,0.00002486632,0.00005584598,0.0003605367,0.000829384],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.897483,"threshold_uncertainty_score":0.9994188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009898717619158486,"score_gpt":0.2306422879033194,"score_spread":0.2207435702841609,"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."}}