{"id":"W4412848161","doi":"10.2139/ssrn.5376137","title":"Disinformation, Security Politics, and Legislative Outcomes in Africa","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Global Security and Public Health","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; University of Toronto","funders":"","keywords":"Disinformation; Politics; Legislature; Political science; Political economy; Computer security; Sociology; Computer science; Law; Social media","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":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.005217315,0.0001961449,0.000381982,0.0002651182,0.000624747,0.0002648985,0.0004360991,0.0003751623,0.00002526952],"category_scores_gemma":[0.0007321868,0.0001875405,0.0001072076,0.0002557508,0.0001952988,0.0003765693,0.0002250505,0.004342675,0.000004984666],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002916437,"about_ca_system_score_gemma":0.0173413,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02752594,"about_ca_topic_score_gemma":0.1257289,"domain_scores_codex":[0.9956307,0.0005210954,0.0005002276,0.0002148846,0.0004666489,0.002666431],"domain_scores_gemma":[0.9989999,0.0001753433,0.0002750458,0.0001456472,0.0001913356,0.000212759],"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":[0.000004997499,0.00004509169,0.007940123,0.00002882652,0.00005527219,9.512721e-7,0.05304562,0.000006941515,6.973492e-9,0.9362172,0.0002935665,0.00236134],"study_design_scores_gemma":[0.0002485708,0.00003167237,0.002072867,0.00006604948,0.00001438132,0.000004272068,0.01885372,0.00003750642,8.000401e-8,0.8630989,0.1154093,0.0001626248],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1995707,0.0137306,0.001391567,0.09649058,0.002521688,0.001532422,0.0003533888,0.0001605115,0.6842486],"genre_scores_gemma":[0.9796104,0.01660758,0.00003440393,0.0002960123,0.0002267466,0.000007707452,0.00001442347,0.000005025446,0.003197735],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7800397,"threshold_uncertainty_score":0.9979544,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01581448944839556,"score_gpt":0.3201486623806929,"score_spread":0.3043341729322974,"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."}}