{"id":"W4411954988","doi":"10.1080/01495933.2025.2495672","title":"Seeking advantages abroad: Ukrainian SOF in Africa","year":2025,"lang":"en","type":"article","venue":"Comparative Strategy","topic":"Economic Issues in Ukraine","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Ukrainian; Political science; Linguistics; Philosophy","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"],"consensus_categories":[],"category_scores_codex":[0.0004452963,0.0002163039,0.0006412221,0.0004537351,0.00008308249,0.00008838173,0.0003569583,0.00009953024,0.0007961566],"category_scores_gemma":[0.00004951633,0.0002704116,0.00008270174,0.0004234943,0.0001302534,0.0002453327,0.00009235378,0.0002687964,0.0007022491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001956953,"about_ca_system_score_gemma":0.0000440334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009392592,"about_ca_topic_score_gemma":0.0001404412,"domain_scores_codex":[0.9982489,0.00003567139,0.0007551314,0.00051934,0.00002013811,0.0004207828],"domain_scores_gemma":[0.9991924,0.0001432439,0.0002224854,0.0003653399,0.0000244943,0.00005210376],"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":[0.00004886451,0.0001942352,0.03387265,0.00005826004,0.0001200488,0.00002067198,0.021251,0.00329723,0.0001650416,0.9374689,0.002668867,0.0008342238],"study_design_scores_gemma":[0.002267228,0.000175541,0.06570752,0.0001298663,0.000008397636,0.000003546197,0.002190233,0.02143217,0.0005564432,0.1826576,0.7240075,0.0008639327],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.200968,0.004491495,0.000747316,0.0002865926,0.0003580059,0.0002264882,0.0000486587,0.00004494129,0.7928286],"genre_scores_gemma":[0.990677,0.00008107492,0.000528691,0.0001332236,0.00006329876,0.00004387075,0.00001447106,0.00001326877,0.008445076],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7897091,"threshold_uncertainty_score":0.9999748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09217233129350196,"score_gpt":0.3337265059682553,"score_spread":0.2415541746747534,"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."}}