{"id":"W4415184592","doi":"10.1007/978-3-031-96767-2_12","title":"The Joint Analysis of Fatigue and Overloading on Steel Bridges","year":2025,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Structural Health Monitoring Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Bridge (graph theory); Truck; Joint (building); Monte Carlo method; Axle; Random variable; Statistical analysis","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":[0.0003316939,0.0004215769,0.0005754078,0.0006159572,0.0001750332,0.0003325735,0.0006223468,0.00046572,0.002239089],"category_scores_gemma":[0.001000191,0.0003219849,0.0005796811,0.0005550113,0.0004199953,0.0005475176,0.0003202629,0.0003774972,0.0003038169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002402855,"about_ca_system_score_gemma":0.0002297471,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002863177,"about_ca_topic_score_gemma":0.00386901,"domain_scores_codex":[0.9998776,0.00003186117,0.000004471256,0.00001326261,0.00005771744,0.0000150954],"domain_scores_gemma":[0.9997665,0.0001403012,0.00001678747,0.00001828177,0.00004907396,0.000009026035],"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":[0.0001515419,0.00007976786,0.001406207,0.0001841844,0.0001084951,0.0001822095,0.0001885256,0.7033772,0.03463826,0.0427793,0.003922694,0.2129816],"study_design_scores_gemma":[0.000002580311,0.0000616267,0.003877268,0.00001206091,0.00001531951,0.00006355214,0.00004074695,0.9761364,0.002218919,0.01490847,0.002651308,0.00001178106],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.207754,0.008165612,0.7416282,0.0002732236,0.0002436389,0.00003530831,0.0001627221,0.0002927502,0.04144453],"genre_scores_gemma":[0.8990929,0.003931098,0.04213398,0.00004191445,0.000232882,0.00004953234,0.0002248044,0.0001680963,0.05412487],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002863177,"threshold_uncertainty_score":0.007490456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01798736749501527,"score_gpt":0.251252609883779,"score_spread":0.2332652423887637,"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."}}