{"id":"W4392010991","doi":"10.1016/j.engstruct.2024.117619","title":"Blast retrofit of shear-deficient high-strength concrete beams with ultra-high performance concrete","year":2024,"lang":"en","type":"article","venue":"Engineering Structures","topic":"Structural Response to Dynamic Loads","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Structural engineering; Flexural strength; Shear (geology); Materials science; Stiffness; Beam (structure); Toughness; Composite material; Shear strength (soil); Engineering; 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":[0.0001070997,0.0004968214,0.0004762232,0.0002994442,0.00004861948,0.00009455028,0.000326139,0.0001771952,0.0001778875],"category_scores_gemma":[0.00005841995,0.0004068797,0.00009058925,0.0005411255,0.0001146317,0.000208604,0.00003212369,0.0005615811,0.0000160379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001763204,"about_ca_system_score_gemma":0.00005270135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004630846,"about_ca_topic_score_gemma":3.539115e-7,"domain_scores_codex":[0.9981162,0.00001627022,0.000420349,0.0003955364,0.0004771074,0.0005745135],"domain_scores_gemma":[0.9990916,0.0002107237,0.00004125151,0.00045809,0.00005555422,0.0001427338],"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":[0.00007415514,3.33498e-7,0.00007177684,0.0009411881,0.0002867864,0.00005135799,0.0004565945,0.8713022,0.1185047,0.005551805,0.0001732353,0.002585861],"study_design_scores_gemma":[0.0009780925,0.0004407772,0.03261388,0.0007699463,0.0001603671,0.0003157244,0.00006687846,0.5421636,0.4179852,0.00007973865,0.003155279,0.001270468],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915624,0.001070512,0.004205982,0.00002402451,0.001397577,0.0002133048,0.0001370202,0.001085345,0.0003038706],"genre_scores_gemma":[0.9900025,0.00007826552,0.00935483,0.00001139475,0.000203333,0.00001857012,0.00004324728,0.0001476733,0.0001402041],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3291386,"threshold_uncertainty_score":0.9998383,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002820279093596393,"score_gpt":0.1785380760214729,"score_spread":0.1757177969278765,"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."}}