{"id":"W4410528977","doi":"10.2172/2566700","title":"Advanced Reactor Source Term Modeling","year":2024,"lang":"en","type":"article","venue":"","topic":"Nuclear reactor physics and engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Pacific Northwest National Laboratory; Oak Ridge National Laboratory; McMaster University; National Nuclear Security Administration; Sandia National Laboratories; U.S. Department of Energy","keywords":"Term (time); Computer science; Physics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00049997,0.001077222,0.001151658,0.001072072,0.0008842212,0.001510337,0.003283543,0.002167496,0.0211854],"category_scores_gemma":[0.001510751,0.0007643331,0.001774554,0.001441003,0.0003070113,0.002056944,0.001097758,0.001963138,0.009991581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001615514,"about_ca_system_score_gemma":0.001889307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0194966,"about_ca_topic_score_gemma":0.0122703,"domain_scores_codex":[0.9995882,0.00005457258,0.00001798489,0.0000745219,0.0002063094,0.00005844062],"domain_scores_gemma":[0.9993205,0.0001437311,0.00005691252,0.0001245735,0.0003100901,0.0000442081],"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":[0.00004625234,0.00004908581,0.000441387,0.0001075703,0.00004731619,0.00009053903,0.00004432554,0.9334451,0.003327747,0.0371622,0.007455544,0.01778292],"study_design_scores_gemma":[0.00001614251,0.00001512271,0.0002556994,0.00001313755,0.00001949964,0.00003281506,0.00000994016,0.9726344,0.001395828,0.008511514,0.01707769,0.00001815622],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02581891,0.000973755,0.7733279,0.0006473883,0.0005931043,0.0002312119,0.009442748,0.005432356,0.1835326],"genre_scores_gemma":[0.5696149,0.001911756,0.1664851,0.0007270821,0.0006746937,0.0009738076,0.01631754,0.006986422,0.2363086],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0211854,"threshold_uncertainty_score":0.07087219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006828896734042067,"score_gpt":0.1889522608020119,"score_spread":0.1821233640679698,"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."}}