{"id":"W2555235050","doi":"10.1115/ipc2016-64302","title":"Effects of Segregation on the Mechanical Performance of X70 Line Pipe","year":2016,"lang":"en","type":"article","venue":"Volume 3: Operations, Monitoring and Maintenance; Materials and Joining","topic":"Microstructure and Mechanical Properties of Steels","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; EVRAZ (Canada)","funders":"Natural Sciences and Engineering Research Council of Canada; Pipeline and Hazardous Materials Safety Administration","keywords":"Slab; Materials science; Charpy impact test; Metallurgy; Continuous casting; Casting; Microstructure; Composite material; Structural engineering; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0002378885,0.0001198234,0.0002190153,0.00003245969,0.00009988077,0.00003350885,0.00006003041,0.00006356028,0.00001611998],"category_scores_gemma":[0.0001036972,0.00006362243,0.00001913559,0.00003801777,0.00004648793,0.0001292863,0.00003714826,0.00005382054,0.000002110193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001239945,"about_ca_system_score_gemma":0.000007340062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001672801,"about_ca_topic_score_gemma":7.242273e-7,"domain_scores_codex":[0.9993199,0.00002930378,0.0002910849,0.0001267714,0.00008560548,0.0001473579],"domain_scores_gemma":[0.999679,0.00006715222,0.0000433726,0.0001176377,0.00005755333,0.00003531955],"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":[0.00003334393,0.000005391268,0.00006573059,0.000199411,0.00001510717,3.452824e-7,0.0001158707,0.0001135481,0.9883218,0.001400146,0.00003811949,0.009691171],"study_design_scores_gemma":[0.0003472705,0.0002119935,0.0009846548,0.000868305,0.00001584423,0.000003749802,0.00004133267,0.0009099888,0.9961838,0.0001216571,0.0002152574,0.00009614658],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977164,0.0003080343,0.0009654311,0.0001808966,0.0005933341,0.0001643714,0.00001111643,0.00003388889,0.00002654345],"genre_scores_gemma":[0.9975104,0.001335897,0.0007731326,0.00001753971,0.0001505288,0.0000223852,0.000001087414,0.00001586911,0.0001731804],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009595024,"threshold_uncertainty_score":0.2594447,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007930236269943129,"score_gpt":0.1875208242044697,"score_spread":0.1795905879345266,"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."}}