{"id":"W4379532001","doi":"10.1016/j.engstruct.2023.116385","title":"Determination of NSC-UHPC interface properties for numerical modeling of UHPC-strengthened concrete beams and slabs","year":2023,"lang":"en","type":"article","venue":"Engineering Structures","topic":"Innovative concrete reinforcement materials","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Stiffness; Materials science; Structural engineering; Parametric statistics; Ultimate tensile strength; Deflection (physics); Shear (geology); Cohesion (chemistry); Finite element method; Composite material; Engineering; Chemistry","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":[0.0001140206,0.000183147,0.0003120797,0.0001874038,0.0000211259,0.00001866681,0.0001093778,0.00007906472,0.000008777059],"category_scores_gemma":[0.000147559,0.0001703959,0.00004111838,0.0001878134,0.0000279222,0.0001121807,0.00004432815,0.00006853627,5.570063e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002455418,"about_ca_system_score_gemma":0.000008579141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006110278,"about_ca_topic_score_gemma":3.685317e-8,"domain_scores_codex":[0.9991291,0.000007706818,0.0003990854,0.0001291303,0.0001253984,0.0002096017],"domain_scores_gemma":[0.999621,0.0000645637,0.00005978502,0.0001305019,0.00009768244,0.00002649356],"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":[0.00001504303,1.210477e-7,0.000004595652,0.000630896,0.00003534008,2.845034e-7,0.0003962654,0.5070117,0.4905137,0.0007268809,0.00001077045,0.0006544574],"study_design_scores_gemma":[0.0001685187,0.00003325883,0.00002623178,0.0000684049,0.000009938805,0.000001342608,0.00003304985,0.5676316,0.4318099,0.00005586745,0.00006152414,0.0001003044],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7118206,0.000169612,0.2872262,0.000007556912,0.0002711951,0.000234939,0.00003520127,0.0002061592,0.00002852752],"genre_scores_gemma":[0.9862555,0.00002539073,0.01354876,0.000002338269,0.00005398589,0.0000322848,0.00001967969,0.00004698835,0.00001504026],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2744349,"threshold_uncertainty_score":0.6948542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01651556449020475,"score_gpt":0.2339794045615492,"score_spread":0.2174638400713444,"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."}}