{"id":"W2614623419","doi":"10.1016/j.compstruct.2017.05.031","title":"A nonlinear model for predicting intermediate crack-induced debonding in FRP-retrofitted beams in flexure","year":2017,"lang":"en","type":"article","venue":"Composite Structures","topic":"Structural Behavior of Reinforced Concrete","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Structural engineering; Fibre-reinforced plastic; Beam (structure); Nonlinear system; Delamination (geology); Slip (aerodynamics); Shear (geology); Neutral axis; Moment (physics); Composite material; Engineering; Physics; Geology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001069379,0.0003699077,0.0004494446,0.0003075085,0.0002015067,0.0002086114,0.0007440699,0.0002504852,0.000009017515],"category_scores_gemma":[0.0001200589,0.0003718153,0.0001183469,0.0001001478,0.00006391657,0.0004188042,0.0001575914,0.0005494601,0.000001939311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001960334,"about_ca_system_score_gemma":0.00002724205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009769916,"about_ca_topic_score_gemma":0.00006249649,"domain_scores_codex":[0.9983367,0.00001502141,0.0004873945,0.000367292,0.0001999568,0.0005936543],"domain_scores_gemma":[0.9990105,0.00007905441,0.0001375585,0.0006102723,0.00004775152,0.000114835],"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":[0.0002416984,0.000002222065,0.07704029,0.0003064947,0.00009028992,0.00007053046,0.0028538,0.274974,0.6125562,0.0004114456,0.00005690197,0.03139614],"study_design_scores_gemma":[0.001393521,0.00003448489,0.09283606,0.0001362065,0.00002105487,0.00001088924,0.00003856958,0.8341905,0.07011697,0.0008389805,0.00001203783,0.0003707456],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994242,0.00006842297,0.003794709,0.00003210852,0.0007659253,0.0005519425,0.00006201734,0.0002268747,0.0002560064],"genre_scores_gemma":[0.9823791,0.000006856748,0.01718218,0.0000317199,0.0001886142,0.00005034505,0.00005763488,0.0000773072,0.00002627512],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5592165,"threshold_uncertainty_score":0.9998734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02246420693662726,"score_gpt":0.2831346546375162,"score_spread":0.260670447700889,"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."}}