{"id":"W4386773080","doi":"10.1061/jsendh.steng-12407","title":"Prediction of Moment–Curvature Response and Maximum Bending Resistance for Hybrid NSC-UHPC Elements","year":2023,"lang":"en","type":"article","venue":"Journal of Structural Engineering","topic":"Structural Behavior of Reinforced Concrete","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Structural engineering; Overlay; Curvature; Bending; Computation; Bending moment; Range (aeronautics); Moment (physics); Computer science; Engineering; Mathematics; Algorithm; Geometry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002880111,0.0002070306,0.000321459,0.0003753534,0.00004671779,0.00003230288,0.000164853,0.00007220292,0.000008826776],"category_scores_gemma":[0.0001175963,0.0001927368,0.0001167732,0.0002602149,0.00002015893,0.0003667035,0.00003079691,0.0002582034,3.467883e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001303958,"about_ca_system_score_gemma":0.00001520591,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.846602e-7,"about_ca_topic_score_gemma":1.296964e-7,"domain_scores_codex":[0.9986701,0.00000955491,0.0006158813,0.0001111893,0.0002917989,0.0003014706],"domain_scores_gemma":[0.9993435,0.0001255628,0.0001858273,0.0001261674,0.0001100463,0.0001088848],"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":[0.0005122106,2.774484e-7,0.001032089,0.0005823752,0.0002656964,0.0000444111,0.0003259983,0.106312,0.8822305,0.0002032181,0.0006853605,0.007805943],"study_design_scores_gemma":[0.005021806,0.000585182,0.2636881,0.001168681,0.0003765385,0.0006454049,0.0002984097,0.2511511,0.4643217,0.0008882809,0.01089822,0.0009565351],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949164,0.0005282415,0.002994144,0.00004094106,0.001096213,0.0001734039,0.000116946,0.0001248339,0.000008916903],"genre_scores_gemma":[0.9912237,0.0000740345,0.008406391,0.000003032131,0.0001687866,0.000005294217,0.00001193157,0.00004493871,0.00006189835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4179087,"threshold_uncertainty_score":0.7859578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01232606487833882,"score_gpt":0.2240301600428455,"score_spread":0.2117040951645067,"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."}}