{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002606836,0.00006358102,0.000163583,0.00004410142,0.00004500833,0.0000119702,0.00006596118,0.0000217229,0.000417652],"category_scores_gemma":[0.00003015415,0.0000572757,0.00003740953,0.00003365691,0.0001355529,0.00009824377,0.00002388492,0.00006494368,0.000004621196],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000753496,"about_ca_system_score_gemma":0.00007227191,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000520882,"about_ca_topic_score_gemma":0.002358423,"domain_scores_codex":[0.9992993,0.00002280511,0.0002445725,0.00008394755,0.0002495076,0.0000998922],"domain_scores_gemma":[0.9995215,0.00001432663,0.0001163983,0.00009334592,0.0002330055,0.00002141944],"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":[0.00005585514,0.00002066715,0.00181314,0.00007896002,0.00001309159,0.000002386425,0.01196866,0.0004801091,0.6754327,0.3097818,0.00009431159,0.0002583408],"study_design_scores_gemma":[0.003943737,0.0009014822,0.01169385,0.0008498438,0.00004467346,0.000001541649,0.00739263,0.0003895823,0.9148318,0.05551842,0.004018311,0.000414094],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.933778,0.00001971037,0.00002318794,0.00004891501,0.0001311191,0.000115993,0.00001264299,0.000005193521,0.06586524],"genre_scores_gemma":[0.9995579,0.000008853815,0.00013114,0.0000110453,0.00002176166,0.00000153442,0.000001148782,0.000005147918,0.0002614757],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2542634,"threshold_uncertainty_score":0.4572997,"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."}}