{"id":"W4392606202","doi":"10.2139/ssrn.4752463","title":"Consequence Evaluation Methodology for Attacks on Spent Nuclear Fuel Dry Casks","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Nuclear reactor physics and engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Nuclear Laboratories; Atomic Energy (Canada)","funders":"","keywords":"Spent nuclear fuel; Nuclear engineering; Environmental science; 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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002312058,0.00037038,0.0004017512,0.0002082939,0.00006650229,0.0001397833,0.0003317359,0.0002945836,0.00004055965],"category_scores_gemma":[0.00006187432,0.0003734734,0.0002804784,0.0000915835,0.00002684095,0.00004869855,0.0001298233,0.00502154,0.00009355324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002694057,"about_ca_system_score_gemma":0.0008753831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002785344,"about_ca_topic_score_gemma":0.00006251522,"domain_scores_codex":[0.9973471,0.00008044055,0.0003673151,0.0003410862,0.0003207151,0.001543339],"domain_scores_gemma":[0.9992726,0.0001281131,0.00008922468,0.0003056382,0.000109035,0.00009538932],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001206633,0.0000622184,0.000004360883,0.001178594,0.002494543,0.00004083114,0.00095685,0.3219909,0.01398291,0.4522025,0.001287738,0.2056778],"study_design_scores_gemma":[0.0005124006,0.0002255392,0.00001818093,0.0002915114,0.0003280325,0.0002572513,0.0002325625,0.2241622,0.0002053924,0.7629292,0.01028705,0.0005507334],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8078796,0.03562247,0.1088383,0.001310694,0.01996092,0.0029401,0.0001715522,0.001577997,0.02169831],"genre_scores_gemma":[0.9933491,0.003825122,0.001249942,0.00003317503,0.001125387,0.00004034605,0.00002785953,0.0002350488,0.000114027],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3107266,"threshold_uncertainty_score":0.9998717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0602540262256557,"score_gpt":0.3191124264533817,"score_spread":0.258858400227726,"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."}}