{"id":"W4415438364","doi":"10.1007/978-3-031-97435-9_25","title":"Reliability-Based Risk Matrix for Evaluating Existing Structures—Format and Real-Life Case Studies","year":2025,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Probabilistic and Robust Engineering Design","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Nortel (Canada); Dalhousie University","funders":"","keywords":"Process (computing); Limit (mathematics); Matrix (chemical analysis); Risk assessment; Event (particle physics); Risk management","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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004419134,0.0007894409,0.001297402,0.0008972338,0.0002728583,0.0001898492,0.0004823635,0.0006521521,0.00003528222],"category_scores_gemma":[0.05259355,0.0006356716,0.0002701849,0.0003109334,0.0001248531,0.0001309148,0.0002412341,0.001057691,0.000002991482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000349686,"about_ca_system_score_gemma":0.0002722015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004165031,"about_ca_topic_score_gemma":0.0001902842,"domain_scores_codex":[0.9958791,0.00007663583,0.001484748,0.001128925,0.0008480099,0.0005826531],"domain_scores_gemma":[0.978569,0.01931087,0.0004735126,0.000941199,0.0005356476,0.0001697792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004498263,0.000005062534,0.00004598274,0.0009720147,0.00008988966,0.0001116749,0.0003852805,0.9787747,0.00003649326,0.009213593,0.0001638979,0.01015645],"study_design_scores_gemma":[0.0007357041,0.0001201747,0.00002653665,0.0009353128,0.0002153804,0.0001077633,0.00002858859,0.8825326,0.00004358195,0.1126178,0.001860509,0.0007760592],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001328184,0.007076425,0.9869512,0.00007439979,0.001180921,0.001143963,0.0002032906,0.0002660984,0.001775503],"genre_scores_gemma":[0.71145,0.0005101178,0.283324,0.0001384842,0.0007206962,0.0002166809,0.00004465802,0.0002426918,0.003352661],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7101218,"threshold_uncertainty_score":0.9996095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1015498778738899,"score_gpt":0.3840368192282452,"score_spread":0.2824869413543553,"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."}}