{"id":"W4391928203","doi":"10.1007/978-3-031-53389-1_99","title":"Use of Non-destructive Assessment Methods to Evaluate Condition of Carbon Fiber-Reinforced Concrete Pavement","year":2024,"lang":"en","type":"book-chapter","venue":"Rilem bookseries","topic":"Geophysical Methods and Applications","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Materials science; Composite material; Reinforced concrete; Structural engineering; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004741539,0.0006401584,0.0002139241,0.001362217,0.0002537133,0.0006545116,0.0007737501,0.0003536445,0.002495626],"category_scores_gemma":[0.0004451758,0.0002818599,0.0002667458,0.0006219151,0.0005015078,0.0005839685,0.0003469799,0.0003816825,0.001010224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000305165,"about_ca_system_score_gemma":0.0003559367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001446572,"about_ca_topic_score_gemma":0.009074282,"domain_scores_codex":[0.9994211,0.00004291709,0.00001399812,0.00006217097,0.0004474534,0.00001236404],"domain_scores_gemma":[0.9995573,0.0002269251,0.00002414715,0.00003983007,0.0001418628,0.000009858408],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00005267759,0.00009019041,0.002915855,0.0004750093,0.00002295883,0.0001891577,0.0002652642,0.003221359,0.2904184,0.003422258,0.002842805,0.6960841],"study_design_scores_gemma":[0.00001218322,0.000566178,0.03960535,0.0003035645,0.0001073778,0.003221869,0.0004891337,0.05203395,0.7382795,0.007729888,0.1575195,0.0001316261],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1080773,0.02003179,0.7184194,0.0003148244,0.0003717807,0.0003138621,0.0005333772,0.001138287,0.1507994],"genre_scores_gemma":[0.3336622,0.01416688,0.4476675,0.0002373002,0.00007677484,0.0001763389,0.0004793047,0.0001943395,0.2033393],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002495626,"threshold_uncertainty_score":0.008348644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03602176804767128,"score_gpt":0.3425811240240118,"score_spread":0.3065593559763405,"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."}}