{"id":"W4210333937","doi":"10.1002/suco.202100265","title":"Transfer length of corroded wires in prestressed concrete members","year":2022,"lang":"en","type":"article","venue":"Structural Concrete","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Consejo Superior de Investigaciones Científicas; European Commission","keywords":"Corrosion; Prestressed concrete; Bond; Structural engineering; Materials science; Transfer (computing); Bond length; Action (physics); Composite number; Composite material; Forensic engineering; Engineering; Computer science; Physics; Chemistry; Crystallography","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001996971,0.0002533786,0.0004385532,0.0001259552,0.00009368429,0.00001676503,0.0002855041,0.00007118159,0.002361862],"category_scores_gemma":[0.00005175511,0.0002589608,0.0001435753,0.0003527342,0.0001361932,0.0001785587,0.00009016106,0.0004492134,0.000002530439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000121952,"about_ca_system_score_gemma":0.00004963022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002395926,"about_ca_topic_score_gemma":0.0000391526,"domain_scores_codex":[0.9982938,0.0001554097,0.0005199965,0.0003081996,0.0003549814,0.0003676694],"domain_scores_gemma":[0.9992852,0.000138549,0.0000380473,0.000388475,0.00004091178,0.0001088004],"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":[0.0004481173,2.211402e-7,0.005741552,0.0002895379,0.00006274252,0.00006016967,0.003383493,0.009896169,0.9750809,0.002104985,0.0006809807,0.002251137],"study_design_scores_gemma":[0.009838399,0.0007661133,0.02031642,0.0001187237,0.0001459364,0.0001377579,0.004465172,0.440112,0.5058362,0.0006787936,0.01515993,0.002424523],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960948,0.000501733,0.00001417078,0.00006308456,0.0006779325,0.0003685468,0.0002149498,0.0002087877,0.001855951],"genre_scores_gemma":[0.9995646,0.00002580777,0.00009353792,0.00008144542,0.00002910695,0.00004722458,0.00004770402,0.00003722824,0.00007329106],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4692447,"threshold_uncertainty_score":0.9999863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009246772734155745,"score_gpt":0.2092483551957434,"score_spread":0.2000015824615877,"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."}}