{"id":"W4404580752","doi":"10.1186/s40069-024-00726-4","title":"A Novel Analytical Bond Model for ETS FRP Bars in Shear Rehabilitation of Concrete Members","year":2024,"lang":"en","type":"article","venue":"International Journal of Concrete Structures and Materials","topic":"Structural Behavior of Reinforced Concrete","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure; Brock University","funders":"","keywords":"Structural material; Fibre-reinforced plastic; Solid mechanics; Structural engineering; Shear (geology); Bond; Materials science; Rehabilitation; Engineering; Composite material; Forensic engineering; Medicine","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":[0.0003120093,0.0001823452,0.0004128476,0.0003253482,0.00001298721,0.0001239297,0.0001894764,0.0001248507,0.00007621548],"category_scores_gemma":[0.0001741045,0.0001556628,0.0001347005,0.00006669886,0.0001001949,0.000335441,0.0000334172,0.0001377307,2.98932e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008884619,"about_ca_system_score_gemma":0.00006607534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003080305,"about_ca_topic_score_gemma":5.598655e-7,"domain_scores_codex":[0.9985061,0.00001549528,0.000822217,0.0001421689,0.0003439849,0.0001700802],"domain_scores_gemma":[0.9991659,0.0002734365,0.0001439221,0.00008529638,0.0002521128,0.00007936287],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005190318,1.597113e-7,0.00002295343,0.0003110971,0.0003631774,0.00003578868,0.001235376,0.03260155,0.929072,0.03363758,0.0004979674,0.001703318],"study_design_scores_gemma":[0.004074476,0.0005040484,0.002094091,0.0009545343,0.0002939667,0.0008776766,0.0003830545,0.6909673,0.2863972,0.01109571,0.001694707,0.000663232],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9890366,0.0003603994,0.008120847,0.0001817685,0.001663755,0.0001904696,0.0003359891,0.00002558091,0.00008456697],"genre_scores_gemma":[0.9712278,0.0000803197,0.02839098,0.00003418193,0.0001999757,0.00000563129,0.00001686281,0.00002890621,0.00001532925],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6583657,"threshold_uncertainty_score":0.6347743,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01366881281374559,"score_gpt":0.2848219166914293,"score_spread":0.2711531038776837,"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."}}