{"id":"W3215490778","doi":"10.1080/14662043.2021.1997192","title":"Patterns in nascent, ascendant and mature border security: regional comparisons in transgovernmental coordination, cooperation, and collaboration","year":2021,"lang":"en","type":"article","venue":"Commonwealth and Comparative Politics","topic":"Cross-Border Cooperation and Integration","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; Fleming College; Royal Military College of Canada; Queen's University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Enforcement; Key (lock); Political science; Similarity (geometry); Public relations; Business; Ecology; Law; Biology; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.003130302,0.00008494758,0.0003134966,0.003224603,0.001887881,0.004571967,0.0006562921,0.000593842,0.003840442],"category_scores_gemma":[0.01295523,0.0001458081,0.0002393051,0.005798278,0.00354858,0.004140681,0.004609104,0.0007647831,0.0002879737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002014267,"about_ca_system_score_gemma":0.001339674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007986294,"about_ca_topic_score_gemma":0.01539006,"domain_scores_codex":[0.997366,0.00110317,0.0002654766,0.0003592776,0.0003377222,0.0005682551],"domain_scores_gemma":[0.9902092,0.00435573,0.002432348,0.000842104,0.001257616,0.0009029349],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003236411,0.00008577526,0.587853,0.0002757731,0.00008466429,0.0004596737,0.2626222,0.0005591105,0.002175937,0.08513983,0.002994455,0.05742593],"study_design_scores_gemma":[0.00001151739,0.00008214919,0.7076311,0.0001345539,0.00002263429,0.0002693204,0.2643,0.0006459012,0.0004139399,0.0129275,0.01352808,0.00003332776],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9823589,0.0006880147,0.0009190924,0.001070528,0.00001866597,0.00002013489,0.0001687817,0.00001291687,0.01474302],"genre_scores_gemma":[0.9990624,0.0001884606,0.0002327821,0.00002517372,0.000004417529,0.00001229683,0.00009928626,0.000007630804,0.0003677011],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007986294,"threshold_uncertainty_score":0.01655483,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04191322241006225,"score_gpt":0.3921241626124142,"score_spread":0.350210940202352,"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."}}