{"id":"W7024579824","doi":"","title":"Shear Assessment of Critical Concrete Members in Existing Infrastructure","year":2024,"lang":"en","type":"dissertation","venue":"Open Repository and Bibliography (University of Liège)","topic":"Structural Behavior of Reinforced Concrete","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Shear (geology); Shear wall; Diagonal; Reinforced concrete; Stock (firearms); Service life","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001248628,0.0002486367,0.0005146601,0.004971073,0.00009007267,0.0001005327,0.0003635742,0.0003418178,0.00008461373],"category_scores_gemma":[5.281556e-7,0.0002950547,0.000186514,0.003798889,0.0001764388,0.0004250405,0.0001120353,0.000498913,3.654176e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002520525,"about_ca_system_score_gemma":0.0000551743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001346795,"about_ca_topic_score_gemma":0.000009793267,"domain_scores_codex":[0.998911,0.00003876616,0.0002898244,0.00030247,0.0002669835,0.0001909454],"domain_scores_gemma":[0.9993733,0.00008417713,0.0001165665,0.0002190811,0.0001092146,0.00009771496],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001105681,0.0000147293,0.4497925,0.0352545,0.003077691,0.003868766,0.01846932,0.004103862,0.4496136,0.01489127,0.01573627,0.004071874],"study_design_scores_gemma":[0.001652824,0.000449909,0.9431951,0.004377191,0.001421975,0.0001266305,0.02186072,0.009805768,0.01441509,0.0004349374,0.0006038392,0.001656005],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9474509,0.000886704,0.00001814523,0.000009863694,0.0006560193,0.0002774058,0.00004093803,0.00005349554,0.05060647],"genre_scores_gemma":[0.9944772,0.000615411,0.004420088,0.00000216525,0.00002197533,0.000001013949,0.0000746912,0.00002549556,0.0003619903],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4934026,"threshold_uncertainty_score":0.9999502,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01262508947575885,"score_gpt":0.2749603085106248,"score_spread":0.2623352190348659,"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."}}