{"id":"W7081987319","doi":"10.1016/j.pnucene.2025.106044","title":"An in-situ multipoint optical fiber temperature sensor with applications to small modular reactors and thermal energy storage systems","year":2025,"lang":"en","type":"article","venue":"Progress in Nuclear Energy","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"University Network of Excellence in Nuclear Engineering; Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"Fiber Bragg grating; Temperature measurement; Optical fiber; Modular design; Thermal; Fiber optic sensor; Image resolution; Transient (computer programming)","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001456574,0.0001648825,0.0001920873,0.0001247594,0.00007215831,0.0001655957,0.0004448871,0.0001424059,0.00000281994],"category_scores_gemma":[0.00001122338,0.0001378185,0.00001803375,0.0004346549,0.00007207965,0.000116058,0.0002118487,0.0001546242,0.000001527729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000400556,"about_ca_system_score_gemma":0.00002812079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008559452,"about_ca_topic_score_gemma":0.00007150061,"domain_scores_codex":[0.9987944,0.000081489,0.000188949,0.0005323353,0.0001172229,0.0002856234],"domain_scores_gemma":[0.9992167,0.00003780433,0.00004106077,0.000526902,0.00006746662,0.0001100703],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001454217,0.000768383,0.00552828,0.0002301146,0.00006566488,0.0003162892,0.001362209,0.05257801,0.0546998,0.7873456,0.00008635358,0.09687383],"study_design_scores_gemma":[0.00292085,0.0006400324,0.04039021,0.001066832,0.00003286856,0.0001706251,0.001051744,0.4640144,0.02950023,0.001588443,0.4566181,0.002005636],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9660262,0.0009040664,0.01665567,0.003449637,0.0001286103,0.0004608747,0.000002591607,0.0002992885,0.01207305],"genre_scores_gemma":[0.9848891,0.000007515605,0.01435329,0.0002000704,0.00003755252,0.0001662424,0.000004260908,0.000007274994,0.0003347084],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7857572,"threshold_uncertainty_score":0.5620075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006842758955121634,"score_gpt":0.2143540177220967,"score_spread":0.2075112587669751,"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."}}