{"id":"W4296796622","doi":"10.3390/ma15186276","title":"Evaluating Flexural Performance of Repaired Reinforced Concrete Beams under Static and Repeated Loading Using Non-Destructive Methods","year":2022,"lang":"en","type":"article","venue":"Materials","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Cementitious; Structural engineering; Flexural strength; Beam (structure); Composite material; Compressive strength; Mortar; Yield (engineering); Delamination (geology); Engineering; Cement; Geology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001596221,0.0001524078,0.0003695595,0.00007392924,0.0001679375,0.00003467758,0.00009105697,0.00003927298,0.0005075328],"category_scores_gemma":[0.0001313693,0.0001586837,0.00003551291,0.0001641113,0.00005929148,0.0001422179,0.0001523511,0.00009087864,8.658223e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001669841,"about_ca_system_score_gemma":0.0000355231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007540984,"about_ca_topic_score_gemma":1.490866e-7,"domain_scores_codex":[0.9985883,0.0002806548,0.0005280504,0.0002067316,0.0001854556,0.0002108365],"domain_scores_gemma":[0.9993378,0.000153886,0.0001433724,0.0002562769,0.00005767378,0.00005097746],"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":[0.0001012433,2.617431e-7,0.00007918878,0.0001859899,0.00001737449,8.923371e-7,0.0008002862,0.03559001,0.9627218,0.00002872137,0.0000033832,0.0004708625],"study_design_scores_gemma":[0.0003780208,0.00009836236,0.000529608,0.00003826107,0.0000287658,0.00001961774,0.0005224172,0.392748,0.6054556,0.00003517736,0.000004408622,0.0001417988],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971406,0.00003480842,0.001743946,0.000005384104,0.0005285587,0.0003091676,0.00003144406,0.0001154878,0.00009057009],"genre_scores_gemma":[0.9765133,0.000005399143,0.02333423,0.00002258148,0.00002029527,0.00002771899,0.00001638491,0.0000283296,0.00003176681],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3572662,"threshold_uncertainty_score":0.6470934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05593886096169409,"score_gpt":0.3416027444503197,"score_spread":0.2856638834886256,"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."}}