{"id":"W3198439447","doi":"10.3390/thermo1020018","title":"Thermodynamically Informed Nuclear Fuel Codes—A Review and Perspectives","year":2021,"lang":"en","type":"article","venue":"Thermo","topic":"Nuclear Materials and Properties","field":"Materials Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Nuclear fuel; Computer science; Coupling (piping); Ranging; Code (set theory); Nuclear engineering; Engineering; Mechanical engineering; Set (abstract data type)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001674391,0.001125241,0.001477247,0.002985534,0.0004540626,0.001689487,0.002033189,0.001391888,0.004286337],"category_scores_gemma":[0.003336504,0.0007303411,0.0008423995,0.004150457,0.0008638679,0.00249886,0.001181637,0.001646361,0.00204583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008376784,"about_ca_system_score_gemma":0.002417083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002254531,"about_ca_topic_score_gemma":0.001849589,"domain_scores_codex":[0.9994342,0.0001133356,0.00008196178,0.00009715489,0.0002374882,0.0000358949],"domain_scores_gemma":[0.9980922,0.001165531,0.0001513814,0.00007164211,0.0004659817,0.00005330289],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008231831,0.0001363878,0.0006195939,0.04681669,0.0001786693,0.0002016827,0.0001679,0.01341228,0.002503393,0.0613888,0.0371385,0.8373539],"study_design_scores_gemma":[0.000009701574,0.00008934642,0.0005966363,0.01175952,0.0001496017,0.0005188003,0.00009753334,0.003309987,0.001984246,0.01610356,0.9653082,0.0000726987],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003349722,0.9944533,0.001841983,0.0004057478,0.0003408232,0.000008751792,0.00006976721,0.00003633728,0.002508381],"genre_scores_gemma":[0.002166878,0.9954087,0.001444537,0.0001743674,0.0003023221,0.00001400552,0.00009101538,0.00002120879,0.0003770167],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004286337,"threshold_uncertainty_score":0.01433927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02057278700327983,"score_gpt":0.2385222598102995,"score_spread":0.2179494728070197,"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."}}