{"id":"W4415513648","doi":"10.32920/30438080.v1","title":"<b>The Tyranny of the Minority: </b><b>How Democracy Defeats Itself and the Case for Algorithmic Authority as a Replacement</b>","year":2025,"lang":"","type":"article","venue":"","topic":"Populism, Right-Wing Movements","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Democracy; Operationalization; Population; Politics; Competence (human resources); Corporate governance; Authoritarianism","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":["metaepi_narrow","sts"],"category_scores_codex":[0.01298685,0.001752715,0.00221131,0.0004615051,0.01121662,0.001623884,0.004342549,0.001210118,0.0007511951],"category_scores_gemma":[0.004943626,0.001063084,0.001640379,0.003569225,0.005653747,0.001276959,0.002311422,0.00130382,0.00007080951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001090975,"about_ca_system_score_gemma":0.002179262,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003138459,"about_ca_topic_score_gemma":0.02173778,"domain_scores_codex":[0.9840075,0.00422259,0.002760558,0.00284124,0.002995683,0.003172417],"domain_scores_gemma":[0.9873445,0.004815346,0.002030573,0.003662918,0.001358758,0.0007878832],"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":[0.002591309,0.002020355,0.002744099,0.001084398,0.003838977,0.0003067108,0.04122586,0.00003311064,0.006838038,0.7464737,0.1464861,0.04635734],"study_design_scores_gemma":[0.02056702,0.001072524,0.005471795,0.0009191988,0.005666306,0.000370211,0.01007075,0.01556187,0.004788573,0.1909885,0.741419,0.003104262],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7271386,0.01526039,0.004773184,0.1244074,0.0125588,0.02331519,0.00111674,0.0005599734,0.09086978],"genre_scores_gemma":[0.8817691,0.001868518,0.001615896,0.003141017,0.001155504,0.0007941383,0.00002704732,0.000121896,0.1095069],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5949329,"threshold_uncertainty_score":0.9995219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01813064075487769,"score_gpt":0.2942289828462214,"score_spread":0.2760983420913437,"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."}}