{"id":"W4408626819","doi":"10.5006/mp2019_58_3-58","title":"Mitigating Concrete Deterioration with Stainless Steel Rebar","year":2019,"lang":"en","type":"article","venue":"Materials performance","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingston Health Sciences Centre","funders":"","keywords":"Rebar; Materials science; Metallurgy; Forensic engineering; 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":[],"consensus_categories":[],"category_scores_codex":[0.000197679,0.0001425268,0.0001964017,0.00002975633,0.0000512787,0.00008894121,0.00009630988,0.00005427252,0.0006275219],"category_scores_gemma":[0.000006291707,0.0001191604,0.00001520816,0.00007840782,0.00002667293,0.000291741,0.00002563102,0.00006226216,0.0002467759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004805492,"about_ca_system_score_gemma":0.00001660774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005312173,"about_ca_topic_score_gemma":0.000002465181,"domain_scores_codex":[0.9992418,0.0000227457,0.0002280565,0.0001597079,0.0001325164,0.0002151342],"domain_scores_gemma":[0.9995767,0.00001757566,0.00004218833,0.0002701389,0.000045775,0.00004760548],"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":[0.00004765266,5.00698e-7,0.005072451,0.0003168194,0.000003702358,9.119804e-7,0.0002000864,0.0003440986,0.9929539,0.00002407115,0.00002884599,0.001006975],"study_design_scores_gemma":[0.0005961659,0.0001300101,0.02860089,0.0001608774,0.000007457666,0.00000992675,0.0001290519,0.0138478,0.9547779,0.000004992904,0.001414131,0.0003207921],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977461,0.00002191135,0.00006055912,0.00001189911,0.000483414,0.0002669298,0.00001518993,0.0002598873,0.001134143],"genre_scores_gemma":[0.9991474,0.00001903233,0.0005249031,0.00004471756,0.00006094484,0.00002536969,0.00001953855,0.00002775717,0.0001303524],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03817598,"threshold_uncertainty_score":0.6870924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005090589000843942,"score_gpt":0.1741723080485207,"score_spread":0.1690817190476768,"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."}}