{"id":"W2064832605","doi":"10.1260/2040-2317.3.4.311","title":"Fire Performance of Corrosion-Damaged Reinforced Concrete Beams","year":2012,"lang":"en","type":"article","venue":"Journal of Structural Fire Engineering","topic":"Fire effects on concrete materials","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Corrosion; Concrete cover; Materials science; Deflection (physics); Reinforced concrete; Composite material; Penetration (warfare); Durability; Structural engineering; Reinforcement; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003701984,0.0002782763,0.0005526472,0.0001113841,0.0000418817,0.0000298686,0.0002748594,0.0001329991,0.0001301131],"category_scores_gemma":[0.0001576101,0.0002396904,0.0001506877,0.000189663,0.00003111779,0.0007947265,0.00004282006,0.0003631194,0.000006681255],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001047042,"about_ca_system_score_gemma":0.00001743105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003717371,"about_ca_topic_score_gemma":1.876576e-8,"domain_scores_codex":[0.9983968,0.00002029379,0.0007583043,0.00007335949,0.0003295071,0.0004218099],"domain_scores_gemma":[0.9990919,0.0001535947,0.0002459832,0.0002020852,0.0001119959,0.0001944661],"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":[0.00005631377,3.416773e-7,0.001196809,0.0006521249,0.00007661228,0.00000921845,0.0004673899,0.1707565,0.8237844,0.00004350144,0.0002474895,0.002709276],"study_design_scores_gemma":[0.0007222318,0.0002279813,0.01365413,0.0005172473,0.00006328338,0.0003555251,0.00003295641,0.4539291,0.529616,9.458733e-7,0.0004722812,0.0004083544],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948869,0.001171779,0.000323798,0.000008915002,0.003324329,0.0001155979,0.000009902042,0.00009983755,0.00005896129],"genre_scores_gemma":[0.9957598,0.00009037659,0.003392336,0.000008636935,0.0006559184,0.00000203645,0.000004121493,0.00006032602,0.00002649009],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2941684,"threshold_uncertainty_score":0.9774291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004978632405660268,"score_gpt":0.1895007235009068,"score_spread":0.1845220910952466,"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."}}