{"id":"W4309920147","doi":"10.1139/cjce-2020-0392","title":"Fire residual stress–strain curves of corroded thermo-mechanically treated (TMT) reinforcing steel bars","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Civil Engineering","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Rebar; Materials science; Corrosion; Martensite; Composite material; Structural engineering; Bainite; Pearlite; Stirrup; Metallurgy; Residual stress; Ultimate tensile strength; Austenite; Microstructure; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004961044,0.0002023173,0.0003942068,0.0002728162,0.00009029797,0.0000240413,0.0003738236,0.00006338614,0.001278373],"category_scores_gemma":[0.0002546264,0.0002219848,0.0001610129,0.0003583521,0.00002777329,0.0001377002,0.00002914521,0.000555046,0.000001083731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003206117,"about_ca_system_score_gemma":0.0003923885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003573433,"about_ca_topic_score_gemma":0.009050889,"domain_scores_codex":[0.9985012,0.00004413018,0.0006572797,0.000121023,0.0002987329,0.0003776402],"domain_scores_gemma":[0.9989067,0.00009985855,0.0001282656,0.0002603192,0.0001160564,0.0004887649],"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":[0.00002079325,0.00000714119,0.0006135202,0.0004350875,0.00008247529,0.000227772,0.0006296728,0.9428677,0.04895576,0.0002048287,0.003579589,0.002375656],"study_design_scores_gemma":[0.006511565,0.002321581,0.0340499,0.005997012,0.0005564336,0.001705383,0.003695457,0.8647251,0.04675053,0.0002497832,0.02993572,0.003501587],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9830285,0.007294936,0.003932692,0.0003482856,0.001561782,0.000342623,0.0008291931,0.0001595241,0.00250248],"genre_scores_gemma":[0.9995739,0.00008359922,0.0001000749,0.00004115974,0.0000664795,0.000006055043,0.00001619084,0.00004798647,0.00006459261],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07814264,"threshold_uncertainty_score":0.9996346,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008585167406807828,"score_gpt":0.1757773207363272,"score_spread":0.1671921533295194,"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."}}