{"id":"W2999460979","doi":"10.1080/00295450.2019.1690941","title":"Foreword: Selected papers from the 2018 International Topical Meeting on Advances in Thermal Hydraulics (ATH 2018)","year":2020,"lang":"en","type":"article","venue":"Nuclear Technology","topic":"Nuclear Engineering Thermal-Hydraulics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Thermal hydraulics; Hydraulics; Engineering; Nuclear engineering; Library science; Computer science; Physics; Heat transfer; Aerospace engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.00005313841,0.0002021641,0.0001986822,0.00008999219,0.00004587481,0.0000220172,0.0006813584,0.0002713509,0.000167885],"category_scores_gemma":[0.0001715514,0.0001769911,0.00004587204,0.0004130804,0.00008287036,0.0001049845,0.0001289275,0.000734018,0.0002829608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009818868,"about_ca_system_score_gemma":0.000007341695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008775829,"about_ca_topic_score_gemma":0.00004187429,"domain_scores_codex":[0.9989893,0.00002037029,0.000234835,0.0002636638,0.0001668904,0.0003249579],"domain_scores_gemma":[0.9995242,0.00008324897,0.00003565268,0.0002863264,0.00001792675,0.00005265896],"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":[0.0003161817,0.0001864249,0.006491416,0.00007186643,0.0003895298,0.0001711664,0.003182345,0.3201609,0.2569976,0.02395912,0.01642049,0.371653],"study_design_scores_gemma":[0.0009118879,0.0002064138,0.01388639,0.00009092839,0.00001789858,0.000009291107,0.0003515113,0.2626154,0.003519398,0.0005017671,0.7173771,0.0005121343],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9528968,0.0004747951,0.0001768323,0.01379837,0.0007247186,0.0002200615,0.00002039142,0.002297002,0.02939098],"genre_scores_gemma":[0.9971383,0.0001646857,0.001371963,0.0009320917,0.0002696291,0.000008587302,0.00000758203,0.00009435161,0.0000128683],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7009565,"threshold_uncertainty_score":0.7217487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005638463512447952,"score_gpt":0.1882963590545717,"score_spread":0.1826578955421237,"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."}}