{"id":"W2149573345","doi":"10.1260/2040-2317.4.4.259","title":"Review of the Punching Shear Behavior of Concrete Flat Slabs in Ambient and Elevated Temperature","year":2013,"lang":"en","type":"article","venue":"Journal of Structural Fire Engineering","topic":"Fire effects on concrete materials","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Slab; Punching; Structural engineering; Formwork; Shear (geology); Geotechnical engineering; Reinforced concrete; Engineering; Materials science; Composite material","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":[0.0002752503,0.0001923115,0.000548487,0.00008718296,0.00001545389,0.00002483248,0.0002020896,0.00008987036,0.00005319743],"category_scores_gemma":[0.0001827264,0.0001294994,0.0001036721,0.0002228412,0.00002719457,0.0002579819,0.00004674181,0.000361455,4.468745e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005957245,"about_ca_system_score_gemma":0.000015218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002804465,"about_ca_topic_score_gemma":3.767968e-7,"domain_scores_codex":[0.9987344,0.0000385474,0.0007499849,0.00007960553,0.0002138588,0.000183671],"domain_scores_gemma":[0.9993693,0.0000851199,0.0002033939,0.0001642362,0.0001165597,0.00006139416],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00000344513,1.492472e-7,0.0006090702,0.003045796,0.00003157643,0.000005358481,0.0001041596,0.001440573,0.9941561,0.000007743423,0.00007187773,0.0005241549],"study_design_scores_gemma":[0.000715796,0.0001156861,0.0692192,0.01701425,0.0001047816,0.0003123908,0.00002942445,0.01883445,0.8931574,0.000009210296,0.0001645254,0.0003228418],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9857276,0.01313012,0.000004876994,0.00005349864,0.0007391208,0.0003149793,0.000008081205,0.00001836776,0.000003339991],"genre_scores_gemma":[0.9982668,0.00089755,0.0006997451,0.00002248791,0.00007525615,0.000005198071,0.000001031941,0.00002931986,0.000002573248],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1009986,"threshold_uncertainty_score":0.5280833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00360295652191819,"score_gpt":0.1931741974107542,"score_spread":0.189571240888836,"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."}}