{"id":"W4368353959","doi":"10.1016/j.nucengdes.2023.112354","title":"Nuclear reactor Thermal-Hydraulics Special and prospective topical areas","year":2023,"lang":"en","type":"article","venue":"Nuclear Engineering and Design","topic":"Nuclear Engineering Thermal-Hydraulics","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Nuclear Safety Commission","funders":"","keywords":"Thermal hydraulics; Nuclear power; Nuclear engineering; Nuclear power plant; Nuclear reactor; Hydraulics; Session (web analytics); Transient (computer programming); Variety (cybernetics); Thermal power station; Environmental science; Engineering; Computer science; Nuclear physics; Waste management; Mechanics; Physics; Aerospace engineering; Heat transfer","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002288288,0.001014614,0.001072283,0.003195002,0.001363692,0.003743336,0.0007825595,0.002441952,0.0490549],"category_scores_gemma":[0.001324606,0.0004269555,0.0007577296,0.003212405,0.0008392556,0.003485554,0.00179245,0.001806175,0.0154175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001110712,"about_ca_system_score_gemma":0.003993941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005907735,"about_ca_topic_score_gemma":0.002846575,"domain_scores_codex":[0.9993075,0.00008255399,0.00006569173,0.0001062794,0.0002869176,0.0001509989],"domain_scores_gemma":[0.9975019,0.0003059407,0.0002625479,0.0001498649,0.0009258775,0.0008539435],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002001827,0.0003456168,0.00180511,0.003775989,0.00003094184,0.0003140224,0.0001195413,0.0008153322,0.005024949,0.0196304,0.5627397,0.4051983],"study_design_scores_gemma":[0.00001133731,0.0001777378,0.00217498,0.0004680598,0.00002203192,0.0006651722,0.0001637471,0.0003580849,0.0009438815,0.002899952,0.9921011,0.00001381215],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008205502,0.3601275,0.007895387,0.02831824,0.1983111,0.000357104,0.0008704694,0.000519092,0.3953956],"genre_scores_gemma":[0.04501446,0.2579889,0.005140859,0.005292106,0.1973115,0.0002311188,0.001552893,0.000254014,0.4872142],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0490549,"threshold_uncertainty_score":0.164105,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01034203460094837,"score_gpt":0.1820446125386467,"score_spread":0.1717025779376984,"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."}}