{"id":"W2124643318","doi":"10.1061/(asce)cc.1943-5614.0000039","title":"Investigating a Structural Form System for Concrete Girders Using Commercially Available GFRP Sheet-Pile Sections","year":2009,"lang":"en","type":"article","venue":"Journal of Composites for Construction","topic":"Structural Behavior of Reinforced Concrete","field":"Engineering","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Fibre-reinforced plastic; Materials science; Flange; Pultrusion; Composite material; Girder; Structural engineering; Flexural strength; Failure mode and effects analysis; Slippage; Mortar; Bond strength; Delamination (geology); Shear (geology); Adhesive; Layer (electronics)","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":[0.0002030452,0.0002920881,0.0005244428,0.0002926477,0.0004033563,0.0001672032,0.0002216966,0.000166856,0.00001507388],"category_scores_gemma":[0.00005723447,0.0002899911,0.0003124402,0.0002260016,0.0001037013,0.0007714618,0.00001284137,0.0002974337,0.000001156774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004565824,"about_ca_system_score_gemma":0.0001047113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000130732,"about_ca_topic_score_gemma":0.000001042812,"domain_scores_codex":[0.998267,0.00002286558,0.0009064428,0.0001546671,0.0002543723,0.0003946478],"domain_scores_gemma":[0.9984386,0.0001564154,0.0005282006,0.0001648356,0.0005343724,0.0001775843],"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":[0.000166772,4.872431e-7,0.0006229883,0.0003428081,0.000248407,0.000004317747,0.0003820588,0.05956,0.9149967,0.002578229,0.0006089565,0.02048824],"study_design_scores_gemma":[0.003860075,0.001062696,0.0003819642,0.000555697,0.0006817936,0.005360527,0.000760084,0.6436288,0.340326,0.001770792,0.0008635719,0.0007479343],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.918113,0.000228883,0.07785356,0.00004608294,0.002450362,0.0006741909,0.0000555813,0.0001976744,0.0003806703],"genre_scores_gemma":[0.7963912,0.000005297138,0.2029998,0.00003137936,0.0004939341,0.000008035685,0.00001941882,0.00003785441,0.00001306436],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5840688,"threshold_uncertainty_score":0.9999552,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01917738549345177,"score_gpt":0.2468685591440837,"score_spread":0.2276911736506319,"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."}}