{"id":"W7065192818","doi":"","title":"Development of Probabilistic Finite Element Models for Assessment of Deformation in CANDU Fuel Channels","year":2022,"lang":"en","type":"dissertation","venue":"UWSpace (University of Waterloo)","topic":"Electron and X-Ray Spectroscopy Techniques","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Deformation (meteorology); Long-term prediction; Work (physics); Limiting; Cabin pressurization","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005468053,0.000176779,0.0004645324,0.0003591631,0.00009456533,0.000007948759,0.0003418801,0.000114712,0.0002505837],"category_scores_gemma":[0.000008581942,0.0002014628,0.00008990904,0.0001680705,0.00003781992,0.0002082644,0.00006755884,0.0001201314,5.601624e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004073161,"about_ca_system_score_gemma":0.0004669481,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005567204,"about_ca_topic_score_gemma":0.03666705,"domain_scores_codex":[0.9986954,0.00005369498,0.0003603027,0.0002626664,0.0003778074,0.0002501325],"domain_scores_gemma":[0.9989222,0.00003467847,0.0006248492,0.000194463,0.0001884763,0.00003528083],"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":[0.0008161241,0.0007606966,0.0001355702,0.006404825,0.00009818988,0.00000355742,0.3029032,0.01083347,0.6623894,0.01416344,0.000201293,0.0012902],"study_design_scores_gemma":[0.002298241,0.001548449,0.001422477,0.0009098373,0.0002118762,7.742064e-7,0.1463802,0.03062716,0.8076081,0.00756741,0.0005751433,0.0008503275],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955953,0.00004242953,0.002676058,0.00005186667,0.0001344926,0.001053198,0.0001025028,0.00003005149,0.0003140424],"genre_scores_gemma":[0.908819,0.00008650951,0.07737246,0.000005368218,0.000008391501,0.00003545895,0.001210717,0.00002461393,0.0124375],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.156523,"threshold_uncertainty_score":0.9809113,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01968225168525045,"score_gpt":0.2628270318793047,"score_spread":0.2431447801940543,"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."}}