{"id":"W4407765325","doi":"10.1080/08865655.2025.2463911","title":"Under a Regional Border Lens: Peripheral Power and Influence","year":2025,"lang":"en","type":"article","venue":"Journal of Borderlands Studies","topic":"Cross-Border Cooperation and Integration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lens (geology); Power (physics); Peripheral; Through-the-lens metering; Optics; Physics; Medicine; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005047381,0.00009596593,0.0002192087,0.000123307,0.0006139357,0.0001587673,0.00009798666,0.00005986661,0.00007765261],"category_scores_gemma":[0.0006285877,0.00007241603,0.00006144826,0.0002757499,0.0003765685,0.0005417644,0.00002925243,0.0001631222,0.000001259294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000900735,"about_ca_system_score_gemma":0.0003448672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001037193,"about_ca_topic_score_gemma":0.00200872,"domain_scores_codex":[0.9990484,0.00008276414,0.0003293425,0.0001039704,0.0002827093,0.0001528838],"domain_scores_gemma":[0.9983765,0.000127279,0.0001478001,0.00006154738,0.001247201,0.0000396857],"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":[0.0005560159,0.0004690109,0.1218974,0.00009712888,0.001672247,0.0000271738,0.2006636,0.0011067,0.001278747,0.4504727,0.1939537,0.02780563],"study_design_scores_gemma":[0.001292164,0.0002503532,0.08294254,0.0002020981,0.00005601595,0.00001100916,0.08006147,0.00004262866,0.00002278994,0.005074903,0.8298468,0.0001972269],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9191739,0.01422009,0.0005514268,0.05054113,0.0006120664,0.0001269185,0.000001668605,0.00002171135,0.01475112],"genre_scores_gemma":[0.985428,0.006166713,0.000243326,0.003032365,0.0001115465,0.000003224829,4.036139e-7,0.000004192335,0.005010196],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6358932,"threshold_uncertainty_score":0.4721959,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0306814074120749,"score_gpt":0.3996467798862034,"score_spread":0.3689653724741285,"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."}}