{"id":"W4396603514","doi":"10.1007/978-3-031-59419-9_74","title":"Combined DRI and μXRF for Quantitative Characterization of Damage in ASR-Affected Concrete: A Proof-Of-Concept Investigation","year":2024,"lang":"en","type":"book-chapter","venue":"Rilem bookseries","topic":"Concrete and Cement Materials Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Characterization (materials science); Materials science; Forensic engineering; Engineering; Composite material; Nanotechnology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001567807,0.0002477618,0.0005159069,0.0002405612,0.00002142745,0.00004267069,0.0000866257,0.000195167,0.00009710809],"category_scores_gemma":[0.00003380569,0.0002579424,0.00005818613,0.00004892017,0.0002212042,0.0001563067,0.0000561932,0.0001350352,0.00000199838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004154489,"about_ca_system_score_gemma":0.00006149544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001023508,"about_ca_topic_score_gemma":0.00002467751,"domain_scores_codex":[0.9989519,0.0000195445,0.000485598,0.0002170195,0.0001657388,0.0001602462],"domain_scores_gemma":[0.9994493,0.0001029661,0.000131377,0.0001538915,0.0001205608,0.00004190656],"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":[0.0002123323,0.000002184759,0.00003053872,0.00545081,0.0002232708,0.000005581433,0.002993096,0.00002357556,0.73972,0.2503417,0.0001387468,0.0008581559],"study_design_scores_gemma":[0.001258912,0.001162101,0.0004503686,0.002949926,0.0001464632,0.000001324264,0.0001228018,0.009620176,0.9572235,0.01560391,0.0108149,0.0006456492],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9599681,0.001264297,0.0009947411,0.00008987072,0.000635779,0.00405062,0.002174775,0.000243542,0.03057824],"genre_scores_gemma":[0.9432616,0.0004361389,0.0007640087,0.00001723054,0.0001438947,0.0003603962,0.002992752,0.0002383336,0.05178564],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2347378,"threshold_uncertainty_score":0.9999873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02355332709168634,"score_gpt":0.2486030043308354,"score_spread":0.225049677239149,"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."}}