{"id":"W2014194810","doi":"10.1061/(asce)cr.1943-5495.0000019","title":"Effects of Mixed Corrosion, Freeze-Thaw Cycles, and Persistent Loads on Behavior of Reinforced Concrete Beams","year":2010,"lang":"en","type":"article","venue":"Journal of Cold Regions Engineering","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Materials science; Durability; Corrosion; Compressive strength; Service life; Composite material; Drop (telecommunication); Cement; Elastic modulus; Deformation (meteorology); Water–cement ratio","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":[0.0002368672,0.0001902246,0.000470096,0.00023525,0.00002986254,0.00001403978,0.0001768815,0.0001460648,0.00001031971],"category_scores_gemma":[0.0002228714,0.000172976,0.0002567889,0.0001695722,0.00007524744,0.0001089969,0.00003429172,0.000455379,6.466298e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003329022,"about_ca_system_score_gemma":0.00002942486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007922943,"about_ca_topic_score_gemma":0.000001988826,"domain_scores_codex":[0.9988388,0.00001574715,0.0005872817,0.0001030422,0.0002711981,0.0001838615],"domain_scores_gemma":[0.9988596,0.0003144803,0.0001967813,0.0002570952,0.0001739406,0.0001981341],"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":[0.00003573289,0.000006359845,0.0005547605,0.0003025398,0.00002568289,0.00001564671,0.0001408545,0.01684988,0.9808757,0.0007119704,0.0003090834,0.0001717789],"study_design_scores_gemma":[0.001862022,0.0006605678,0.01394973,0.0007121912,0.0002656526,0.0001544192,0.0001079918,0.02407981,0.9560255,0.000002809703,0.001838473,0.0003408465],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953328,0.0004299739,0.002775251,0.00002624146,0.001061451,0.0002160638,0.000007966383,0.00004498022,0.0001052402],"genre_scores_gemma":[0.99863,0.0001432222,0.001070119,0.000007122941,0.0000680936,0.000007052229,9.580021e-7,0.00002944611,0.00004393397],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02485021,"threshold_uncertainty_score":0.7053756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005587811877016519,"score_gpt":0.1920254789035008,"score_spread":0.1864376670264843,"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."}}