{"id":"W4313656498","doi":"10.1007/s41024-022-00262-2","title":"Rehabilitation of deteriorated reinforced self-consolidating concrete brackets and corbels using CFRP composites: diagnosis and treatment","year":2023,"lang":"en","type":"article","venue":"Journal of Building Pathology and Rehabilitation","topic":"Structural Behavior of Reinforced Concrete","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Structural engineering; Carbon fiber reinforced polymer; Materials science; Service life; Composite material; Reinforced concrete; Engineering","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":[0.000389638,0.001098532,0.0008624126,0.001030138,0.0007857202,0.0002805922,0.0007094084,0.001186468,0.00143484],"category_scores_gemma":[0.0006629384,0.0005137995,0.0007653401,0.000357497,0.0009363199,0.0003106508,0.0005140758,0.0008611238,0.0003319261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000522596,"about_ca_system_score_gemma":0.0005351196,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001564837,"about_ca_topic_score_gemma":0.002611018,"domain_scores_codex":[0.9996995,0.00002242481,0.00003724249,0.00006702529,0.00008803564,0.00008576469],"domain_scores_gemma":[0.999788,0.00003751987,0.00006276976,0.00003026236,0.00003549046,0.0000459377],"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":[0.01117828,0.004719462,0.100026,0.0009474792,0.000219046,0.3510011,0.002072872,0.004536308,0.3616406,0.001405295,0.0008411871,0.1614124],"study_design_scores_gemma":[0.0007199947,0.01091201,0.1867302,0.0002706537,0.0005402213,0.5998095,0.001227895,0.02105404,0.1709123,0.0009210373,0.006763831,0.0001384054],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943392,0.001506403,0.003089935,0.0001165652,0.00004364999,0.0001134682,0.00003596133,0.00004620874,0.0007087548],"genre_scores_gemma":[0.9962535,0.0004140523,0.001966245,0.00005924001,0.00002195521,0.00002100404,0.00004267598,0.00001151754,0.001209863],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001564837,"threshold_uncertainty_score":0.004800022,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01455428989459867,"score_gpt":0.2696322929031302,"score_spread":0.2550780030085316,"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."}}