{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001310507,0.0004302352,0.0003141539,0.001237597,0.0005006713,0.0004499184,0.0008351846,0.0006512649,0.002430525],"category_scores_gemma":[0.00435405,0.0002120733,0.0003493174,0.0008685217,0.0002463423,0.000629617,0.0005068352,0.0003926657,0.0005641314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004123175,"about_ca_system_score_gemma":0.0003716764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003684406,"about_ca_topic_score_gemma":0.006337822,"domain_scores_codex":[0.9980775,0.0002075141,0.0001904734,0.0002927833,0.000994054,0.0002376306],"domain_scores_gemma":[0.9957671,0.0008283999,0.001260897,0.0002397708,0.001739651,0.0001641907],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006078539,0.0004211527,0.5702707,0.001424947,0.0001384914,0.003898651,0.01200616,0.007254445,0.07697106,0.0005984172,0.00458839,0.3218198],"study_design_scores_gemma":[0.00001529242,0.002610909,0.9026793,0.0002018408,0.0001110573,0.003707228,0.01190586,0.006486896,0.04245998,0.0001869368,0.02953864,0.00009605002],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916906,0.0003316984,0.003281594,0.00009032096,0.00001446808,0.0001252326,0.0004297863,0.00009044742,0.003945909],"genre_scores_gemma":[0.9867774,0.000467677,0.004625809,0.00005034128,0.000009354078,0.00005780101,0.0008253726,0.00002759193,0.007158536],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003684406,"threshold_uncertainty_score":0.008130908,"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."}}