{"id":"W4413162220","doi":"10.2139/ssrn.5389292","title":"Algorithmic Empire and the New Digital Colonialism: The Legal Struggle for Technological Self-Determination in the Age of AI","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Regulation and Compliance Studies","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Balsillie School of International Affairs","funders":"","keywords":"Empire; Colonialism; History; Sociology; Political science; Law; Ancient history","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01052869,0.0003014179,0.0005837259,0.001950323,0.003767364,0.01093772,0.001071797,0.004455804,0.005691264],"category_scores_gemma":[0.02576674,0.0003280203,0.0003844657,0.001842342,0.04910898,0.01614971,0.003975565,0.006221932,0.0005530709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005380537,"about_ca_system_score_gemma":0.004993177,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00523598,"about_ca_topic_score_gemma":0.003902906,"domain_scores_codex":[0.9948921,0.002959532,0.0001817907,0.0005767245,0.0009952406,0.0003944605],"domain_scores_gemma":[0.9737002,0.01957433,0.00120072,0.003332913,0.001530914,0.000660998],"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":[0.000005586961,0.000005474663,0.0001502962,0.00001096317,0.000002130347,0.00001651108,0.001046755,0.0002268658,0.00003081312,0.9953489,0.0006061369,0.002549595],"study_design_scores_gemma":[0.000008870146,0.000005387152,0.0003025838,0.00005876649,0.000001892997,0.00003448513,0.0006765195,0.0009364405,0.00008620052,0.9714162,0.02646445,0.000008219794],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1177929,0.01663547,0.04477157,0.1622929,0.0006136399,0.00003555494,0.0001242919,0.0001061562,0.6576274],"genre_scores_gemma":[0.9771243,0.00308014,0.004824359,0.002749294,0.0005947674,0.00004155705,0.00003396043,0.00007956382,0.01147212],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01093772,"threshold_uncertainty_score":0.05568177,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01174987391976384,"score_gpt":0.261425735287528,"score_spread":0.2496758613677642,"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."}}