{"id":"W2009745921","doi":"10.1115/pvp2010-25492","title":"Investigation on the Failures Experienced in Deaerators and Solution Recommendation","year":2010,"lang":"en","type":"article","venue":"","topic":"Non-Destructive Testing Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Vibration; Natural frequency; Finite element method; Deaerator; Structural engineering; Fillet (mechanics); Stiffness; Cracking; Engineering; Environmental science; Materials science; Inlet; Mechanical engineering; Acoustics; Composite material","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":[],"consensus_categories":[],"category_scores_codex":[0.0001630888,0.00005888035,0.00003700303,0.00005625762,0.00003980567,0.00002572265,0.00004251444,0.00004183632,0.00004166794],"category_scores_gemma":[0.0001271573,0.00004381878,0.00000494516,0.0001001074,0.00004311873,0.0001281796,0.00001080832,0.0001535334,0.000002629731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002309577,"about_ca_system_score_gemma":0.000004263604,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000060765,"about_ca_topic_score_gemma":0.0002397876,"domain_scores_codex":[0.9997116,0.00001806312,0.00008128893,0.00007715345,0.0000385193,0.00007341647],"domain_scores_gemma":[0.9997948,0.00008306214,0.00001221715,0.00007959727,0.00001194545,0.00001836032],"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":[0.000002243517,0.000003411094,0.01773171,0.000006302338,0.000002132626,2.227797e-7,0.0008716887,0.000006966381,0.8029125,0.172973,0.0007076197,0.004782275],"study_design_scores_gemma":[0.0001945363,0.000061928,0.06486402,0.00003808713,0.000002482151,0.000006848704,0.0003175271,0.01885571,0.705502,0.2094747,0.0003979497,0.000284189],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914352,0.000001045026,0.002385375,0.0006189232,0.00008286328,0.000116677,3.118274e-7,0.0003478569,0.005011714],"genre_scores_gemma":[0.9302924,0.000001320204,0.06957685,0.00006200541,0.00001626149,0.00003951702,0.000002243133,0.000007515196,0.000001873713],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0974104,"threshold_uncertainty_score":0.1786878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02762294748438059,"score_gpt":0.2338471843829991,"score_spread":0.2062242368986185,"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."}}