{"id":"W3215023696","doi":"10.5539/jmsr.v10n2p71","title":"The Relationship between Bond Strength and Critical Penetration Depth of Rust in Reinforced Concrete Structures","year":2021,"lang":"en","type":"article","venue":"Journal of Materials Science Research","topic":"Construction Engineering and Safety","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Materials science; Bond strength; Ultimate tensile strength; Composite material; Cement; Penetration (warfare); Curing (chemistry); Hardening (computing); Bond; Adhesive","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00304594,0.00004598186,0.000126884,0.000204681,0.000141154,0.0001494604,0.0001452653,0.00003963538,0.00001361238],"category_scores_gemma":[0.00313103,0.00003412505,0.00001443099,0.0004426755,0.0003948878,0.000244111,0.00003632698,0.0002363687,4.316759e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005467819,"about_ca_system_score_gemma":0.0002052624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006269059,"about_ca_topic_score_gemma":0.00000425108,"domain_scores_codex":[0.9987733,0.00008610455,0.0003788475,0.00006485575,0.0005008498,0.000195995],"domain_scores_gemma":[0.9983074,0.001158443,0.00003705822,0.0001008714,0.000320412,0.00007582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00003234178,0.00000109665,0.01547126,0.0001403508,0.000009594552,0.00001619151,0.0003614394,0.00466479,0.9296693,0.04741249,0.00005336148,0.002167837],"study_design_scores_gemma":[0.0002683012,0.0000597833,0.5182376,0.0001059966,0.000004655395,0.0001064387,0.0006401689,0.001367924,0.4770017,0.002069263,0.0000680856,0.0000700982],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989147,0.0001799583,0.0002561528,0.0001844162,0.000238389,0.00003146326,0.00000449639,0.000004777695,0.0001856572],"genre_scores_gemma":[0.9987075,0.00009272179,0.001103871,6.575066e-7,0.00008081588,6.448701e-7,4.741449e-7,0.000004109028,0.000009234799],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5027664,"threshold_uncertainty_score":0.3748362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06327937494934563,"score_gpt":0.3605735103228747,"score_spread":0.297294135373529,"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."}}