{"id":"W4415438358","doi":"10.1007/978-3-031-97435-9_24","title":"New Structural Robustness and Structural Redundancy Indices for Bridges: Practical Application of In-Service Bridge Evaluation","year":2025,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Structural Response to Dynamic Loads","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Robustness (evolution); Truss bridge; Truss; Structural system; Redundancy (engineering); Structural reliability","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":[0.0002566934,0.0005890646,0.0007067317,0.0006721455,0.00002839805,0.00004774005,0.0002504206,0.0006615666,0.00004227048],"category_scores_gemma":[0.0005969866,0.000633273,0.00009310671,0.0002529102,0.00003013658,0.0002108905,0.00007709325,0.0007855097,5.689851e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005567795,"about_ca_system_score_gemma":0.0002104964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001817631,"about_ca_topic_score_gemma":0.003223018,"domain_scores_codex":[0.9979565,0.00001881972,0.0007063735,0.0005252262,0.0004016269,0.0003915073],"domain_scores_gemma":[0.9982218,0.0009838991,0.0001695926,0.0003963782,0.0001400646,0.0000882489],"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":[0.00007712909,9.91249e-7,0.0002352397,0.001384603,0.00006495972,0.000003443053,0.0002702662,0.9204051,0.0008873622,0.001995641,0.00001161469,0.0746636],"study_design_scores_gemma":[0.0009483606,0.00002719647,0.01491464,0.0006985404,0.0001197469,0.0000380214,0.000002321982,0.9765422,0.0005019228,0.005399193,0.0002540533,0.0005537672],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1286737,0.006365749,0.857421,0.0003560311,0.001538307,0.003484217,0.0001887778,0.0003885877,0.001583574],"genre_scores_gemma":[0.984947,0.00007252276,0.01417246,0.00002233863,0.0002554675,0.00007834515,0.000203244,0.0001260072,0.0001226178],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8562733,"threshold_uncertainty_score":0.9996119,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01498955299619711,"score_gpt":0.2758523211348465,"score_spread":0.2608627681386494,"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."}}