{"id":"W2516006316","doi":"","title":"Nondestructive surface measurement of corrosion of reinforcing steel in concrete","year":2004,"lang":"en","type":"article","venue":"NPARC","topic":"Hermeneutics and Narrative Identity","field":"Arts and Humanities","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Corrosion; Nondestructive testing; Materials science; Forensic engineering; Reinforced concrete; Metallurgy; Engineering; Composite material","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007021898,0.0002748551,0.00035155,0.0007967759,0.0002196539,0.0003914586,0.0006027768,0.0006316846,0.0008113903],"category_scores_gemma":[0.001678536,0.0002264545,0.000162686,0.0005908621,0.0005320746,0.0005354446,0.0005728195,0.0005798198,0.0003860595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002592054,"about_ca_system_score_gemma":0.0002135837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007357372,"about_ca_topic_score_gemma":0.001657749,"domain_scores_codex":[0.9992647,0.000121588,0.00002801906,0.0001574867,0.0003897991,0.00003854227],"domain_scores_gemma":[0.9991961,0.0002690511,0.0001226957,0.0001065242,0.0002828128,0.00002284042],"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":[0.0001030276,0.00003525545,0.006806375,0.000207581,0.00001943922,0.0001385174,0.000560927,0.0009068585,0.9117401,0.001027822,0.0003260976,0.078128],"study_design_scores_gemma":[0.00001389621,0.0005417709,0.04226483,0.00004775089,0.00003723293,0.001426488,0.0007907726,0.02271438,0.924958,0.001291632,0.005852303,0.00006095678],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7217278,0.004109677,0.2613791,0.0003321499,0.0001509695,0.0001124648,0.0005050843,0.0006487204,0.01103407],"genre_scores_gemma":[0.9130697,0.001363336,0.08143655,0.0001095853,0.00003126461,0.00005743471,0.0001210944,0.00003211387,0.00377889],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008113903,"threshold_uncertainty_score":0.003713548,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03557086688456888,"score_gpt":0.2309216089349964,"score_spread":0.1953507420504276,"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."}}