{"id":"W2935156725","doi":"10.1002/sia.6640","title":"Soft X‐ray spectromicroscopy studies of pitting corrosion of reinforcing steel bar","year":2019,"lang":"en","type":"article","venue":"Surface and Interface Analysis","topic":"Electron and X-Ray Spectroscopy Techniques","field":"Materials Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Western Economic Diversification Canada; Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"Rebar; XANES; Corrosion; Materials science; Carbon steel; Polyvinyl butyral; Composite material; Coating; Metallurgy; Spectroscopy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000103928,0.0002399663,0.0001220886,0.0003046943,0.0001315233,0.0001063085,0.0001476362,0.0001754954,0.001322645],"category_scores_gemma":[0.0001216866,0.0001255909,0.0001292971,0.0001343079,0.0001463925,0.0001080196,0.0001055472,0.0002211318,0.0001738958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001034561,"about_ca_system_score_gemma":0.00005534661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001032733,"about_ca_topic_score_gemma":0.001336188,"domain_scores_codex":[0.9999431,0.000005794054,0.000003469078,0.000009990359,0.00002634955,0.00001122153],"domain_scores_gemma":[0.9998747,0.00002242887,0.00003688062,0.000007982127,0.00004437153,0.00001373635],"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":[0.00001304443,0.000003782234,0.0002877309,0.00001369033,0.000001589331,0.00003631809,0.00002023966,0.00004426928,0.9989539,0.00001198438,0.00001467789,0.0005987053],"study_design_scores_gemma":[0.000002498077,0.0001442461,0.0277548,0.000004352617,0.000008000839,0.0002737297,0.00008254244,0.001223306,0.9699978,0.00001700519,0.0004868768,0.000004776258],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964848,0.0002896101,0.002424924,0.00001642304,0.000005356187,0.000006757895,0.0000973362,0.00005325878,0.0006215737],"genre_scores_gemma":[0.9952092,0.0002248422,0.002735947,0.00001486698,0.000003990079,0.000006821565,0.0001243026,0.0000159164,0.001664123],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001322645,"threshold_uncertainty_score":0.004424751,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01286928156625626,"score_gpt":0.304009642924989,"score_spread":0.2911403613587327,"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."}}