{"id":"W4409823554","doi":"10.1080/00223131.2025.2497864","title":"Strengths and limitations of cosmic-ray muon tomography for nuclear disarmament verification application","year":2025,"lang":"en","type":"article","venue":"Journal of Nuclear Science and Technology","topic":"Particle Detector Development and Performance","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Nuclear Laboratories","funders":"Atomic Energy of Canada Limited","keywords":"Cosmic ray; Nuclear physics; Disarmament; Nuclear engineering; Muon; Physics; Radiochemistry; Chemistry; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.004466015,0.0008921573,0.0008074655,0.001439355,0.0006862908,0.002377206,0.00218445,0.001629864,0.002529138],"category_scores_gemma":[0.0125732,0.0004829805,0.0004523855,0.001339701,0.0009212234,0.003292959,0.00191592,0.001063806,0.0007503694],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009747801,"about_ca_system_score_gemma":0.001367287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001582336,"about_ca_topic_score_gemma":0.001647709,"domain_scores_codex":[0.9965674,0.001062552,0.0001608635,0.0003999541,0.001685564,0.0001237139],"domain_scores_gemma":[0.9892682,0.005509754,0.0006611282,0.001772034,0.002500796,0.0002880171],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001898409,0.000255097,0.06808982,0.003253245,0.0004640519,0.001142567,0.001087844,0.06596599,0.1688009,0.06682862,0.006030153,0.6161833],"study_design_scores_gemma":[0.0001070584,0.00141572,0.02689555,0.001372104,0.0006585079,0.00979506,0.001320473,0.4437706,0.3354192,0.03594118,0.1428758,0.0004287221],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1237828,0.01951778,0.8136125,0.004483856,0.0005049178,0.0003226952,0.0005225029,0.002563274,0.0346897],"genre_scores_gemma":[0.7598894,0.00629308,0.2295216,0.0005819232,0.0001773825,0.0001927525,0.0003406074,0.0002402223,0.002763048],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004466015,"threshold_uncertainty_score":0.02361882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0100643467138415,"score_gpt":0.2554717102437884,"score_spread":0.2454073635299469,"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."}}