{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002429433,0.00006829215,0.0001032114,0.00009032527,0.0007268407,0.00004086649,0.0001130201,0.00004958707,0.00002160276],"category_scores_gemma":[0.0003043075,0.00005920186,0.0000302147,0.0002506381,0.0002600696,0.0001068226,0.00006114392,0.00008967163,0.00001265009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008211409,"about_ca_system_score_gemma":0.00009246061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000260743,"about_ca_topic_score_gemma":0.0007517908,"domain_scores_codex":[0.9993446,0.00003821982,0.0001124186,0.0001445918,0.000185187,0.0001749765],"domain_scores_gemma":[0.9995951,0.0001348337,0.00003773776,0.00006389351,0.0001424,0.00002602026],"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":[0.000002356237,0.000005717812,0.0232091,0.000008186941,0.0000400935,0.000002051314,0.005529254,0.000003354453,0.000003147652,0.9654726,0.002057063,0.003667125],"study_design_scores_gemma":[0.0002264975,0.00001776986,0.03494117,0.0001280233,0.00003093824,0.000001578699,0.0493097,0.00005247888,0.00002063168,0.6585715,0.2565208,0.000178936],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06190065,0.01124589,0.0001997697,0.00500175,0.0005309609,0.0001635499,0.000007506917,0.0000625465,0.9208874],"genre_scores_gemma":[0.9867271,0.003107541,0.0002617397,0.0004472855,0.000287728,0.00001864079,8.866483e-7,0.00000248525,0.009146636],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9248264,"threshold_uncertainty_score":0.5590345,"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."}}