{"id":"W7070677564","doi":"","title":"Reclaiming digital sovereignty: A roadmap to build a digital stack for people and the planet","year":2024,"lang":"en","type":"article","venue":"UCL Discovery (University College London)","topic":"Machine Learning in Bioinformatics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universidade Federal do Paraná; Instituto Tecnológico y de Estudios Superiores de Monterrey; Universidad de Córdoba; Università degli Studi di Siena; Consejo Nacional de Investigaciones Científicas y Técnicas; Universidade Federal do Rio de Janeiro; Universidade Federal de Minas Gerais; Universiteit van Amsterdam; London School of Economics and Political Science; University College London; University of Toronto; Universitat Pompeu Fabra; Vrije Universiteit Amsterdam; Universiteit Utrecht; Politecnico di Torino; Universidad Nacional de Córdoba","keywords":"Sovereignty; Agency (philosophy); Civil society; Government (linguistics); The Internet; State (computer science); Misappropriation; Democracy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01893877,0.0008902993,0.0008284284,0.002502137,0.007721368,0.02234003,0.002602751,0.01828199,0.02612407],"category_scores_gemma":[0.0203329,0.0006169472,0.00156069,0.002236859,0.02212574,0.05528681,0.02526803,0.01590627,0.007001465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007003514,"about_ca_system_score_gemma":0.03991008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00627236,"about_ca_topic_score_gemma":0.005391708,"domain_scores_codex":[0.9875993,0.005477413,0.0004270998,0.0009561131,0.003019322,0.002520719],"domain_scores_gemma":[0.9850045,0.004880307,0.0009410956,0.00223461,0.002618977,0.004320384],"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":[0.00001596354,0.00006044044,0.0001660021,0.0001443389,0.000007538642,0.00006335222,0.00184639,0.0003057415,0.0001498724,0.939405,0.03276037,0.0250748],"study_design_scores_gemma":[0.00002166166,0.0000461718,0.0002362582,0.0004128318,0.000008610203,0.00007044576,0.002978856,0.000464976,0.0002379681,0.3367741,0.6587199,0.00002826264],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.007189082,0.009459139,0.03837388,0.6814648,0.004881059,0.0002375348,0.0001911784,0.0006639892,0.2575394],"genre_scores_gemma":[0.4435512,0.02716207,0.08678035,0.2771721,0.006608155,0.001189864,0.00102797,0.0009968337,0.1555116],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02612407,"threshold_uncertainty_score":0.100159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003894157147254517,"score_gpt":0.1969421059791298,"score_spread":0.1930479488318753,"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."}}