{"id":"W4404519855","doi":"10.1080/00295639.2024.2423131","title":"Stochastic Optimization to Find Optimum Beginning-of-Life Core Configuration of Stable Salt Reactor with Online Refueling","year":2024,"lang":"en","type":"article","venue":"Nuclear Science and Engineering","topic":"Nuclear reactor physics and engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nalcor Energy (Canada)","funders":"Argonne National Laboratory","keywords":"Nuclear engineering; Core (optical fiber); Nuclear reactor core; Materials science; Computer science; Engineering; Composite material","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":[0.0006073062,0.0007142941,0.000892886,0.0003798929,0.0003114007,0.0005150901,0.0005794601,0.0005716166,0.001522165],"category_scores_gemma":[0.001067056,0.0004938763,0.0006161794,0.0003710031,0.0004229717,0.0004552228,0.0004763435,0.0005952414,0.0001928436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005734994,"about_ca_system_score_gemma":0.001296653,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004591529,"about_ca_topic_score_gemma":0.004205158,"domain_scores_codex":[0.9997839,0.00005618835,0.000009233054,0.00004393818,0.00006737569,0.00003938961],"domain_scores_gemma":[0.9996064,0.000224673,0.00004838581,0.00001372419,0.00008437371,0.00002244031],"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":[0.0000291878,0.00001244139,0.0003301066,0.00003896852,0.00001123362,0.00002837882,0.00001330511,0.988385,0.002126527,0.001827422,0.0001813983,0.007016081],"study_design_scores_gemma":[0.000005410395,0.00001288421,0.00006170671,0.0000019211,0.000002783564,0.000003333499,0.00000317009,0.9989651,0.0004141714,0.0003818662,0.0001452925,0.000002288536],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0695666,0.0003298653,0.9248166,0.000107772,0.00003089498,0.00007168912,0.00008157959,0.0003220727,0.004673002],"genre_scores_gemma":[0.7950711,0.0002176857,0.2008788,0.00006742378,0.0000163743,0.0002577898,0.0001906885,0.0001189159,0.003181146],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004591529,"threshold_uncertainty_score":0.009129584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01325551343537913,"score_gpt":0.2120833095242794,"score_spread":0.1988277960889002,"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."}}