{"id":"W275309621","doi":"","title":"Approaches for finite element simulations of FRP - strengthened concrete beams and slabs","year":2011,"lang":"en","type":"article","venue":"Architecture Civil Engineering Environment","topic":"Structural Behavior of Reinforced Concrete","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; École de Technologie Supérieure; Université de Sherbrooke","funders":"","keywords":"Engineering; Library science; Civil engineering; Management; Political science; Engineering physics; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00004676378,0.0002711789,0.0002557727,0.0001060763,0.00003179148,0.000007878737,0.0001361431,0.00008399325,0.00008963641],"category_scores_gemma":[0.00002146664,0.0002578353,0.00008348875,0.00004874789,0.00005038796,0.00005159784,0.00005166831,0.0001394878,0.000001617626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004124664,"about_ca_system_score_gemma":0.000003832185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004910361,"about_ca_topic_score_gemma":0.000001053973,"domain_scores_codex":[0.9990675,0.000006254624,0.0002807642,0.000208935,0.0001478819,0.0002886465],"domain_scores_gemma":[0.9994074,0.0001468853,0.00004443255,0.0002970824,0.000005110149,0.00009905452],"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":[0.00001023668,6.197065e-7,0.0001320254,0.0001035891,0.000117169,0.000001323317,0.0008271335,0.9782221,0.01517254,0.0004471037,0.000005149136,0.004960956],"study_design_scores_gemma":[0.001606389,0.0003097806,0.007024537,0.00007619616,0.0002249149,0.00001453516,0.00006252118,0.8119729,0.1723286,0.0004113554,0.005024881,0.0009434369],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5859825,0.0003368916,0.4122279,0.00001830741,0.0001485545,0.0006765491,0.0001757716,0.000228132,0.0002053954],"genre_scores_gemma":[0.9485769,0.00002626301,0.05116815,0.000005612341,0.00002617206,0.000078873,0.00004283121,0.00005841199,0.00001674602],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3625945,"threshold_uncertainty_score":0.9999874,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01873304663219435,"score_gpt":0.1765063300377417,"score_spread":0.1577732834055473,"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."}}