{"id":"W4403905579","doi":"10.11648/j.ns.20240903.11","title":"Modified CANDU Reactor MCR as an Early-Deployable Nuclear Workhorse","year":2024,"lang":"en","type":"article","venue":"Nuclear Science","topic":"Graphite, nuclear technology, radiation studies","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nuclear engineering; Engineering; Systems engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009909864,0.0002764212,0.0002826678,0.0005891632,0.0008584775,0.001081601,0.00147242,0.0001732408,0.001235615],"category_scores_gemma":[0.0002817925,0.0002510583,0.00008716773,0.001826867,0.00185682,0.001474619,0.0004309715,0.0003712898,0.007931176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001942432,"about_ca_system_score_gemma":0.0001556606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004136413,"about_ca_topic_score_gemma":0.00002722297,"domain_scores_codex":[0.996734,0.00006525536,0.0003399544,0.001136169,0.0008758373,0.0008488014],"domain_scores_gemma":[0.9984626,0.0000604002,0.00009249977,0.0009438931,0.0001144647,0.0003262118],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004018834,0.0001032937,0.0003151693,0.00002247119,0.0000130125,0.00007603667,0.003781447,0.00003133086,0.8399248,0.1454082,0.006361681,0.003922379],"study_design_scores_gemma":[0.002291912,0.003344146,0.07747832,0.00068728,0.0002690821,0.0005188354,0.01216793,0.08553586,0.04697498,0.02665121,0.7388182,0.005262289],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9832253,0.0001582637,0.000006002704,0.0009824317,0.001272175,0.0002240487,0.00002113588,0.002363309,0.01174726],"genre_scores_gemma":[0.996739,0.00006096162,0.001701686,0.0005192916,0.0001172704,0.00000925643,6.654843e-7,0.0000949356,0.0007569084],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7929498,"threshold_uncertainty_score":0.9999942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01758318474891194,"score_gpt":0.2673462575801087,"score_spread":0.2497630728311968,"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."}}