{"id":"W4415183387","doi":"10.1007/978-3-031-96767-2_26","title":"Extending the Limits of Validity for Welds Designed as “Fit-For-Purpose” in CHS X-Connections","year":2025,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Welding; Reliability (semiconductor); Section (typography); Fracture (geology); Axial symmetry","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":[0.0002646282,0.0004093035,0.0004881669,0.0005083844,0.00005858134,0.00003670342,0.000259417,0.0004964069,0.00003858118],"category_scores_gemma":[0.0004828815,0.0003857152,0.0001721324,0.000145637,0.00001754552,0.00007021407,0.00002989871,0.0005045276,7.647936e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001820149,"about_ca_system_score_gemma":0.00004461995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000164838,"about_ca_topic_score_gemma":0.0004478152,"domain_scores_codex":[0.9987497,0.000006633645,0.0004706396,0.0003076041,0.0001322055,0.0003332611],"domain_scores_gemma":[0.9983224,0.001201987,0.00008092318,0.0002985574,0.00006147583,0.00003463956],"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":[0.00001478554,0.000005553609,0.000008075093,0.001367136,0.00004600844,0.000001345865,0.0001530908,0.9869441,0.0001683864,0.004222676,0.000032838,0.007036024],"study_design_scores_gemma":[0.0007671299,0.00009572456,0.00006629873,0.002068053,0.000125008,0.000006092848,0.000003490231,0.9420074,0.02173355,0.01367093,0.01865466,0.0008016526],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0002216758,0.001908129,0.9894515,0.00008158541,0.0008784975,0.001049868,0.00005085971,0.0002066662,0.00615126],"genre_scores_gemma":[0.9862081,0.000790977,0.01021385,0.00004313152,0.0003339206,0.0004226633,0.00007860213,0.0001970574,0.001711653],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9859865,"threshold_uncertainty_score":0.9998595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02715911947329281,"score_gpt":0.2463547605610561,"score_spread":0.2191956410877633,"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."}}