{"id":"W7163705786","doi":"10.13182/t130-35233","title":"Examination of the Reactivity Limitations and Burnable Poison Loading Requirements for the OPEN100 Core Concept","year":2021,"lang":"","type":"article","venue":"Transactions of the American Nuclear Society","topic":"Nuclear Engineering Thermal-Hydraulics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Impact","funders":"","keywords":"Reactivity (psychology); Core (optical fiber); Nuclear reactor core; Neutron poison; Materials testing; Iron alloys","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":[0.000405193,0.0002505027,0.0003888125,0.00002397421,0.0006653409,0.00005767873,0.0005579568,0.00009184767,0.00005100392],"category_scores_gemma":[0.0001183343,0.0001865958,0.0005786955,0.0008425665,0.0008584833,0.0002640023,0.00007514112,0.0004797364,0.000001633709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002100388,"about_ca_system_score_gemma":0.00007090744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001730753,"about_ca_topic_score_gemma":0.00003116813,"domain_scores_codex":[0.9985361,0.0001270096,0.0004313584,0.0002654167,0.0003279492,0.0003121685],"domain_scores_gemma":[0.9977751,0.0007034712,0.0003961331,0.0008557385,0.0002126857,0.00005691095],"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":[0.00007191121,0.0003773408,0.0001611915,0.0006069302,0.002192988,4.712559e-7,0.03540064,0.4479517,0.3881589,0.001406951,0.001503524,0.1221675],"study_design_scores_gemma":[0.001606068,0.0003002087,0.1116051,0.0005408089,0.001861102,0.00003509797,0.03404006,0.7938339,0.04080027,0.0001554113,0.01454084,0.0006812119],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9596508,0.0007126326,0.03382637,0.002834598,0.0009481999,0.001094879,0.0001870092,0.0000915977,0.0006539255],"genre_scores_gemma":[0.993815,0.001136805,0.004463888,0.0001261427,0.00004539639,0.00001746511,0.000001578135,0.0001033218,0.000290392],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3473586,"threshold_uncertainty_score":0.7609155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03751627348653806,"score_gpt":0.2493395905235258,"score_spread":0.2118233170369877,"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."}}