{"id":"W4319588931","doi":"10.1115/imece2022-96808","title":"Evaluation of Fuel Rod Response Using Principal Component Analysis","year":2022,"lang":"en","type":"article","venue":"Volume 5: Dynamics, Vibration, and Control","topic":"Nuclear Engineering Thermal-Hydraulics","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Nozzle; Mechanics; Transverse plane; Bundle; Instability; Materials science; Amplitude; Vibration; Jet (fluid); Flow (mathematics); Acceleration; Physics; Optics; Structural engineering; Acoustics; Classical mechanics; Composite material; Engineering; Thermodynamics","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":[0.001018264,0.000976076,0.0005645838,0.003038478,0.000420875,0.0008786429,0.0003488786,0.000362273,0.002765003],"category_scores_gemma":[0.002180977,0.0001686293,0.000577366,0.002107538,0.0002688683,0.00047081,0.0003655677,0.0004056034,0.0006388638],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002738475,"about_ca_system_score_gemma":0.0005003781,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002769289,"about_ca_topic_score_gemma":0.00212464,"domain_scores_codex":[0.9993337,0.00009576452,0.00004054728,0.000154895,0.0002989796,0.0000761331],"domain_scores_gemma":[0.9988611,0.0003316321,0.00009825697,0.00009890746,0.0005605728,0.00004951487],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0009807247,0.0007382805,0.02170595,0.0005478399,0.0002261562,0.0002577082,0.0004256545,0.04206041,0.3008745,0.001129209,0.002810251,0.6282433],"study_design_scores_gemma":[0.00003535396,0.001184907,0.2056593,0.0000445912,0.0001487641,0.0002370551,0.0005664483,0.6672754,0.1193602,0.001044675,0.004273024,0.0001703019],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6539718,0.0003843517,0.3375363,0.0001199722,0.0001149199,0.0003912583,0.001702065,0.003137802,0.002641578],"genre_scores_gemma":[0.894893,0.000201042,0.1017753,0.00001258713,0.00002074513,0.0002507607,0.001365602,0.0001585055,0.001322519],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003038478,"threshold_uncertainty_score":0.009249866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0092354373874025,"score_gpt":0.2102430235145835,"score_spread":0.201007586127181,"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."}}