{"id":"W4406809439","doi":"10.1007/s11067-025-09665-3","title":"The Vulnerability of the Global Arms Trade: A Network Perspective","year":2025,"lang":"en","type":"article","venue":"Networks and Spatial Economics","topic":"Defense, Military, and Policy Studies","field":"Economics, Econometrics and Finance","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Lethbridge","funders":"China Scholarship Council","keywords":"Perspective (graphical); Vulnerability (computing); International trade; Computer science; Operations research; Engineering; Economics; Computer security; Artificial intelligence","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":[0.001271847,0.0004087961,0.0004642672,0.00268565,0.0009101393,0.004016448,0.0006106985,0.001833125,0.0058599],"category_scores_gemma":[0.007143797,0.0002453559,0.0004263576,0.003414327,0.003942838,0.008811043,0.002239587,0.001356361,0.0002298255],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00238534,"about_ca_system_score_gemma":0.0007944461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006126096,"about_ca_topic_score_gemma":0.004034602,"domain_scores_codex":[0.9992788,0.0003794193,0.00001758021,0.00009632907,0.0001086534,0.000119201],"domain_scores_gemma":[0.9940768,0.004231188,0.0008519936,0.0002900015,0.0002878915,0.0002620557],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003623761,0.00001861595,0.008296099,0.00006858652,0.0000662662,0.0001465768,0.0005596209,0.04818007,0.0002688807,0.9300614,0.001872742,0.0104249],"study_design_scores_gemma":[0.000004122918,0.00001682048,0.003939152,0.00007943248,0.00002491051,0.0001725393,0.001207667,0.02350784,0.0001130398,0.9618256,0.009097214,0.00001158807],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5149844,0.01744616,0.1252689,0.06737099,0.0002748973,0.00006405666,0.001190576,0.00008550478,0.2733146],"genre_scores_gemma":[0.9911226,0.00450592,0.001127115,0.0002651566,0.0002154553,0.00001615009,0.00004619039,0.00001133584,0.002689958],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006126096,"threshold_uncertainty_score":0.01960337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01252711180803625,"score_gpt":0.2284853504156263,"score_spread":0.2159582386075901,"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."}}