{"id":"W4241544284","doi":"10.32920/ryerson.14655279.v1","title":"The Heat Transport System in a Heavy Water Nuclear Reactor","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Nuclear reactor physics and engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Nuclear engineering; Nuclear power; Nuclear reactor; Coolant; Nuclear power plant; Environmental science; Nuclear reactor core; Nuclear fission; Decay heat; Waste management; Fission; Nuclear physics; Engineering; Neutron; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001289941,0.0002983629,0.0003503272,0.00005441882,0.0000373935,0.0001268949,0.0002772398,0.0002083608,0.00004913992],"category_scores_gemma":[0.000001262304,0.0001979778,0.0001546011,0.00007229167,0.00001385583,0.00006544294,0.0001124271,0.0007611181,0.00004094668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002308186,"about_ca_system_score_gemma":0.00001329372,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004033922,"about_ca_topic_score_gemma":0.0001164189,"domain_scores_codex":[0.9988221,0.00001170207,0.0003281043,0.0002570924,0.0001717471,0.0004092828],"domain_scores_gemma":[0.999319,0.00001740647,0.000007945429,0.0005537739,0.00002230591,0.00007963884],"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":[0.00009140545,0.0002175418,0.0005412486,0.01129065,0.00150248,0.001071758,0.0136717,0.6876232,0.2481318,0.02561239,0.002688701,0.00755716],"study_design_scores_gemma":[0.0008428898,0.00003628638,0.003541887,0.002623638,0.0001188527,0.00006432578,0.003596271,0.5875911,0.01916703,0.000116222,0.3796697,0.002631767],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9579678,0.0004370145,0.0003261944,0.00007723619,0.002032625,0.0002901871,0.00001175045,0.001032033,0.03782521],"genre_scores_gemma":[0.99924,0.0001998001,0.00009696736,0.000009265723,0.0001711427,0.00002404934,0.00004154771,0.0001608172,0.00005641048],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.376981,"threshold_uncertainty_score":0.8073301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006438504493490421,"score_gpt":0.1661118446042106,"score_spread":0.1596733401107201,"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."}}