{"id":"W2017273017","doi":"10.1016/j.anucene.2011.07.011","title":"Verification and validation of the flux reconstruction method for CANDU® applications","year":2011,"lang":"en","type":"article","venue":"Annals of Nuclear Energy","topic":"Nuclear reactor physics and engineering","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Atomic Energy (Canada)","funders":"","keywords":"Computer science; Nuclear engineering; Flux (metallurgy); Reliability engineering; Materials science; Engineering","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":[0.00005251331,0.00004523217,0.00007053512,0.00002671388,0.0000219525,0.00000336523,0.00005656578,0.00003082617,0.00001022089],"category_scores_gemma":[0.000004397728,0.00004059338,0.00003287541,0.00007822386,0.00001658459,0.00006015121,0.000008840745,0.00002260115,3.912035e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003523351,"about_ca_system_score_gemma":0.000002850494,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006540311,"about_ca_topic_score_gemma":0.000001754193,"domain_scores_codex":[0.9997376,0.000006150797,0.0001096665,0.00005619347,0.00003564154,0.00005472019],"domain_scores_gemma":[0.9997538,0.00001240289,0.0000406102,0.000127525,0.00004889413,0.00001676991],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001354435,0.0000290679,0.00003767022,0.0001396269,0.00009094419,1.711559e-8,0.0005175518,0.002005948,0.3746532,0.3754556,0.0008552464,0.2462015],"study_design_scores_gemma":[0.0002512887,0.0000703914,0.004194058,0.00006330334,0.00005230705,0.000004689299,0.0001841618,0.07426567,0.6586963,0.01364216,0.2483293,0.0002463484],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5977921,0.000547556,0.3246458,0.0002818396,0.00104861,0.0007590675,0.0001301147,0.000387309,0.07440756],"genre_scores_gemma":[0.9938131,0.00007937282,0.006019433,0.0000111385,0.00002924822,0.00001108575,0.000003895061,0.00002079093,0.0000119497],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3960209,"threshold_uncertainty_score":0.165535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04179919517671973,"score_gpt":0.2428079669511931,"score_spread":0.2010087717744734,"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."}}