{"id":"W4232002914","doi":"10.32920/ryerson.14644269","title":"Modeling the Bond Stress at Steel-Concrete Interface for Uncorroded and Corroded Reinforcing Steel","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Spall; Rebar; Materials science; Cracking; Corrosion; Bond strength; Finite element method; Composite material; Structural engineering; Bond; Service life; Layer (electronics); 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005050306,0.0005826958,0.0007079644,0.00007423273,0.0002237377,0.0003617454,0.0004544943,0.0004203631,0.0001516106],"category_scores_gemma":[0.0002155237,0.0004637525,0.0002840246,0.0001005821,0.00007468338,0.0001334518,0.00152985,0.0007971399,0.000005162088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002816133,"about_ca_system_score_gemma":0.00009544723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001609254,"about_ca_topic_score_gemma":0.0007218555,"domain_scores_codex":[0.9976479,0.00005689903,0.0007445691,0.0007770336,0.0002765014,0.0004970467],"domain_scores_gemma":[0.9978449,0.0004121596,0.00009333975,0.001228389,0.0002378222,0.0001833968],"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":[0.0001332046,0.000002231608,0.0001291583,0.001650386,0.00008509821,0.000005012994,0.002296354,0.9666085,0.02564635,0.0001550294,0.001075194,0.002213479],"study_design_scores_gemma":[0.0005709694,0.00002814331,0.00001577224,0.0003843608,0.0000942353,0.00001207677,0.001965847,0.969541,0.02625114,0.0000664015,0.0005126165,0.0005574609],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8339286,0.002397729,0.157867,0.0001803109,0.001615455,0.001238877,0.0001431053,0.0004952741,0.002133617],"genre_scores_gemma":[0.9945992,0.0003224691,0.002703098,0.00009961983,0.0001205458,0.0001996299,0.0001390059,0.0001008015,0.001715692],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1606705,"threshold_uncertainty_score":0.9997814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02410796868744221,"score_gpt":0.2441223680946377,"score_spread":0.2200143994071955,"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."}}