{"id":"W3092185849","doi":"10.1016/j.conbuildmat.2020.120999","title":"Impacts of reinforcement ratio and fatigue load level on the chloride ingress and service life estimating of fatigue loaded reinforced concrete (RC) beams","year":2020,"lang":"en","type":"article","venue":"Construction and Building Materials","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":26,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"National Natural Science Foundation of China","keywords":"Reinforcement; Service life; Materials science; Ultimate tensile strength; Structural engineering; Chloride; Composite material; Engineering; Metallurgy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006313797,0.0002602289,0.0001734776,0.0006226611,0.0001957572,0.0002612596,0.0003204458,0.0004492634,0.0006936279],"category_scores_gemma":[0.001314191,0.0002228789,0.0003908337,0.0001999643,0.0001449706,0.0003880665,0.0001246103,0.0001528005,0.0001888038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000291683,"about_ca_system_score_gemma":0.0001514199,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00499316,"about_ca_topic_score_gemma":0.009901788,"domain_scores_codex":[0.9997379,0.00005492041,0.00001926627,0.00005626459,0.0001013493,0.00003029749],"domain_scores_gemma":[0.9987112,0.0006817268,0.000175105,0.00005666428,0.0003436802,0.00003152549],"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":[0.001758184,0.0003043291,0.3004819,0.0002592865,0.0001892788,0.0005351074,0.0004301936,0.1706863,0.4609197,0.00035611,0.0003289233,0.06375069],"study_design_scores_gemma":[0.00001613416,0.001955052,0.3656062,0.00002164201,0.0003095303,0.0002569939,0.0003502156,0.3637884,0.2668687,0.0001377198,0.0006215158,0.00006811011],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970784,0.0000718659,0.002413613,0.000006277609,0.000001517658,0.000002764806,0.00007477043,0.00003133349,0.0003194493],"genre_scores_gemma":[0.9985924,0.00003708308,0.001016506,0.000002742503,0.000001001263,0.000001747352,0.00009629707,0.000004551648,0.0002476785],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00499316,"threshold_uncertainty_score":0.009928226,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05301754690718465,"score_gpt":0.2547019753940823,"score_spread":0.2016844284868976,"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."}}