{"id":"W4416011663","doi":"10.1016/j.conbuildmat.2025.144402","title":"Enhancing the vertical load capacity of RC wall-like columns incorporating high-performance materials: Experimental, numerical, and analytical study","year":2025,"lang":"en","type":"article","venue":"Construction and Building Materials","topic":"Structural Behavior of Reinforced Concrete","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University","funders":"King Saud University; Kafrelsheikh University","keywords":"Finite element method; Parametric statistics; Brittleness; Cementitious; Square (algebra); Ductility (Earth science); Galvanization","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001967842,0.0003092811,0.0002183961,0.0003246292,0.0002318245,0.0002295047,0.0004499195,0.0003241248,0.00154845],"category_scores_gemma":[0.0004088805,0.0001799817,0.000163611,0.0002957907,0.0004923881,0.0003524287,0.0002062171,0.0002510398,0.0002733685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000227429,"about_ca_system_score_gemma":0.0002237003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001591793,"about_ca_topic_score_gemma":0.001774905,"domain_scores_codex":[0.9998552,0.00001689625,0.000003368893,0.0000213177,0.00006359745,0.00003963703],"domain_scores_gemma":[0.9995822,0.0001199789,0.00009256726,0.00005170282,0.00009756337,0.0000558574],"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":[0.0003636158,0.0002295785,0.0009270953,0.00006872912,0.000008377937,0.00008563786,0.00005856286,0.01546455,0.9776189,0.0003126823,0.0001449781,0.004717216],"study_design_scores_gemma":[0.00001670164,0.0005546303,0.006044624,0.000008005033,0.00001865319,0.00005142152,0.00007357341,0.06960487,0.9229997,0.00005406179,0.0005562977,0.0000173094],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976255,0.00008128694,0.00141172,0.00001069681,0.000007059191,0.000004757049,0.00003920795,0.00004035975,0.0007794907],"genre_scores_gemma":[0.9990057,0.00003751161,0.0004106206,0.000002466237,0.000001675518,0.000002609199,0.00002563584,0.0000064029,0.0005074007],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001591793,"threshold_uncertainty_score":0.005180061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01245020402342436,"score_gpt":0.2464735805951068,"score_spread":0.2340233765716824,"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."}}