{"id":"W7009896697","doi":"","title":"Fatigue of tubular bridge joints using welded or cast steel node solutions","year":2006,"lang":"en","type":"article","venue":"DORA Empa (Swiss Federal Laboratories for Materials Science and Technology (Empa))","topic":"Structural Load-Bearing Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Chord (peer-to-peer); Welding; Truss; Truss bridge; Brace; Bridge (graph theory); Stress (linguistics)","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":[0.0004231916,0.000323348,0.0006072473,0.0005332083,0.0007910125,0.0002556327,0.0004303889,0.0002649813,0.00003689168],"category_scores_gemma":[0.0002649639,0.0002823973,0.00004174123,0.002262946,0.001159245,0.0005132708,0.0001765275,0.0001238879,0.000003249862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001571551,"about_ca_system_score_gemma":0.0002115323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006158028,"about_ca_topic_score_gemma":0.0003303165,"domain_scores_codex":[0.9978535,0.00002144151,0.0005843857,0.0004740881,0.0003338003,0.0007328329],"domain_scores_gemma":[0.9986007,0.00003382027,0.0001621909,0.000447437,0.0006695712,0.00008632771],"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":[0.00002161402,0.00001466065,0.001624552,0.00009994992,0.00004455716,0.000006458441,0.00007275474,0.0004291495,0.9938309,0.003629413,0.000115343,0.0001107082],"study_design_scores_gemma":[0.0003969875,0.00007532877,0.002077049,0.00005854718,0.00006265516,0.00003034148,0.0002806619,0.001182759,0.9927518,0.00250683,0.0002303943,0.0003466922],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974175,0.0002571675,0.0003356113,0.0002728171,0.0005441305,0.0003092237,0.000397799,0.000424651,0.00004109579],"genre_scores_gemma":[0.9965454,0.00001691338,0.003180773,0.00001705051,0.0001077939,0.00003720114,0.00002824285,0.00003699781,0.00002960707],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002845162,"threshold_uncertainty_score":0.9999628,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02569341371683966,"score_gpt":0.2611128939112106,"score_spread":0.235419480194371,"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."}}