{"id":"W4408309037","doi":"10.1016/j.cemconcomp.2025.106038","title":"On the subtilities of rebar corrosion behaviour in cracked concrete","year":2025,"lang":"en","type":"article","venue":"Cement and Concrete Composites","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Rebar; Corrosion; Materials science; Forensic engineering; Composite material; Structural engineering; Metallurgy; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002576649,0.0001762649,0.0002686606,0.0001053098,0.00007815632,0.00003612075,0.0001641412,0.00006919497,0.0002174848],"category_scores_gemma":[0.00005662117,0.0001361764,0.00006276113,0.0001839892,0.0001567039,0.00005378306,0.00008173177,0.0001742921,0.0000046424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004061812,"about_ca_system_score_gemma":0.00001631352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000350187,"about_ca_topic_score_gemma":0.0000156312,"domain_scores_codex":[0.9990546,0.00007294341,0.0003516868,0.00019386,0.0001358301,0.0001910476],"domain_scores_gemma":[0.9990028,0.0005671718,0.00003807362,0.000299492,0.00005054126,0.00004199555],"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":[0.0004226067,0.000006271614,0.1678904,0.0003991349,0.00003500287,0.000006883442,0.001547373,0.0001431374,0.7780212,0.0458074,0.004284318,0.001436307],"study_design_scores_gemma":[0.005026656,0.0007766472,0.1377683,0.00160583,0.0001900261,0.000004528187,0.003203867,0.1033674,0.7377417,0.003344128,0.005792049,0.001178816],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936281,0.001001511,0.0001589752,0.0002775208,0.0002311423,0.0003371059,0.00001807686,0.00007588253,0.004271724],"genre_scores_gemma":[0.9993153,0.0001587444,0.00003228559,0.0002102136,0.000009178833,0.00003157953,0.00001497928,0.000009972315,0.0002177143],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1032243,"threshold_uncertainty_score":0.5553111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008829047071416879,"score_gpt":0.2140283590135634,"score_spread":0.2051993119421465,"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."}}