{"id":"W4408533235","doi":"10.1080/14702436.2025.2474057","title":"Looking ahead: imbalance, dependency and NATO’s uncertain future","year":2025,"lang":"en","type":"article","venue":"Defence Studies","topic":"International Relations and Foreign Policy","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dependency (UML); Political science; Law and economics; Political economy; Economics; Computer science; Artificial intelligence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002627268,0.0001641277,0.0001494087,0.0008135131,0.01001662,0.008720312,0.0004318616,0.001971518,0.004320772],"category_scores_gemma":[0.002828861,0.0001072912,0.0001641194,0.001047034,0.01080068,0.007931448,0.004002155,0.004249146,0.0004255053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00790104,"about_ca_system_score_gemma":0.004274911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02770349,"about_ca_topic_score_gemma":0.06417607,"domain_scores_codex":[0.9988262,0.0004210034,0.0000280205,0.00008692794,0.0002085778,0.000429232],"domain_scores_gemma":[0.9987316,0.0003202274,0.0001963505,0.00006120898,0.0001771837,0.0005134874],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004952918,0.00002421355,0.008016385,0.00002712857,0.000009075588,0.0006082693,0.06249892,0.0001716633,0.0002078212,0.8835294,0.0284424,0.01641525],"study_design_scores_gemma":[0.000006508621,0.00002216565,0.01282033,0.0003353637,0.000007437332,0.0005141227,0.1503547,0.0003118561,0.0002290064,0.2231652,0.6121745,0.00005892683],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2121109,0.008906621,0.0009193459,0.2792456,0.001201414,0.000007740638,0.0001211705,0.00001179945,0.4974753],"genre_scores_gemma":[0.9661275,0.003214159,0.0002365603,0.01006897,0.0002572963,0.00001176869,0.00003597667,0.00001624758,0.02003152],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02770349,"threshold_uncertainty_score":0.05732632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02117205368746158,"score_gpt":0.3822960047194898,"score_spread":0.3611239510320282,"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."}}