{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001205009,0.0001854528,0.0001955789,0.00008570651,0.0002734943,0.0004189948,0.0002705021,0.0001016301,0.00001622578],"category_scores_gemma":[0.0001133423,0.0001573992,0.0001109287,0.0001878294,0.0001069427,0.0001193708,0.0004039913,0.0001295216,0.00002544383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003625003,"about_ca_system_score_gemma":0.0001059835,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002882457,"about_ca_topic_score_gemma":0.00007845227,"domain_scores_codex":[0.9991152,0.00002229302,0.0001292316,0.00031995,0.0001464576,0.0002668989],"domain_scores_gemma":[0.9994157,0.000133682,0.00004747181,0.0002740909,0.00003023133,0.00009885665],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01954979,0.0004080307,0.0149384,0.002100859,0.002448734,0.000289849,0.009122903,0.004365304,0.003023232,0.4455703,0.4665333,0.03164926],"study_design_scores_gemma":[0.003546822,0.0006460297,0.0008373941,0.00009679115,0.0001174526,0.0001426651,0.004422142,0.02318979,0.0001798614,0.001064641,0.9650908,0.0006656424],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9538274,0.0003508565,0.01909529,0.00210259,0.0002886028,0.001117201,0.008465328,0.00007912906,0.01467357],"genre_scores_gemma":[0.9805557,0.00003463928,0.0004974753,0.0002470639,0.0001151924,0.000003934192,0.0007127145,0.00002390231,0.01780944],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4985574,"threshold_uncertainty_score":0.6418555,"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."}}