{"id":"W4392759939","doi":"10.5194/egusphere-egu24-12870","title":"Development of a model agnostic isotope tracer simulator ","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Nuclear reactor physics and engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"TRACER; Isotope; Computer science; Simulation; Nuclear physics; Physics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00006418154,0.0003310812,0.0003646654,0.0001280061,0.00001406221,0.00004548073,0.0002073211,0.0002014835,0.00008946794],"category_scores_gemma":[0.000006611182,0.000326435,0.0001268677,0.00009991381,0.000009777782,0.00002801084,0.0004034581,0.0005868138,0.0001737366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001171188,"about_ca_system_score_gemma":0.00007994479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006168295,"about_ca_topic_score_gemma":0.00001015713,"domain_scores_codex":[0.998907,0.000002213686,0.0003911255,0.0002550161,0.0002009139,0.0002437118],"domain_scores_gemma":[0.9994664,0.00002405265,0.00002488618,0.0003647429,0.00003282152,0.00008713616],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000001100841,0.00001608887,0.000001525778,0.001280936,0.000162706,0.0000015043,0.0008118505,0.9824836,0.009376165,0.001843004,0.0006641143,0.003357411],"study_design_scores_gemma":[0.00006097508,0.000001843027,0.0000173542,0.0003499183,0.00004199403,5.923975e-7,0.000009308795,0.9797986,0.002303926,0.002173061,0.01484346,0.0003989908],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.83355,0.001145901,0.1059654,0.00001674616,0.001491044,0.0004366126,0.00006102514,0.001519835,0.05581349],"genre_scores_gemma":[0.9693582,0.00004349387,0.0298465,0.000005485488,0.00008436838,0.0000260039,0.00002919335,0.0001653652,0.0004413884],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1358082,"threshold_uncertainty_score":0.9999188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02987526560371064,"score_gpt":0.2408380442611853,"score_spread":0.2109627786574746,"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."}}