{"id":"W4412759396","doi":"10.1080/00083968.2025.2492835","title":"Contestation of power and identity in Kenya’s 2022 governor election in Machakos county","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of African Studies / Revue canadienne des études africaines","topic":"Historical and Contemporary Political Dynamics","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Governor; Power (physics); Political science; Identity (music); Public administration; Engineering; Art; Physics; Aerospace engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0004496569,0.0001692449,0.0005385519,0.0007127174,0.000177884,0.00004867512,0.0001843546,0.00004609517,0.00003058452],"category_scores_gemma":[0.0008281655,0.0001582131,0.0000818171,0.000439998,0.0006208891,0.0003689736,0.00002259303,0.0002215577,3.896669e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001540201,"about_ca_system_score_gemma":0.0004265538,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1002279,"about_ca_topic_score_gemma":0.9674149,"domain_scores_codex":[0.9985422,0.00008340392,0.0006956185,0.0001741115,0.00008703476,0.0004176485],"domain_scores_gemma":[0.9985694,0.0002463101,0.0002498549,0.0001057308,0.000547622,0.0002811161],"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":[0.00007718953,0.00006663162,0.02576674,0.0003215368,0.0001887394,0.0002789775,0.07456278,0.0000284728,0.00005661358,0.8961879,0.0008153393,0.001649099],"study_design_scores_gemma":[0.002699534,0.00154394,0.1353448,0.002051732,0.0002413097,0.0001006259,0.3072948,0.0004603709,0.00001297155,0.09806392,0.4511884,0.0009974859],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9750339,0.006946626,0.00001926443,0.00143037,0.0006069588,0.0001598623,0.000134666,0.000004503563,0.01566383],"genre_scores_gemma":[0.9977105,0.0002261776,0.0000290128,0.0001315904,0.00007043241,0.000008805726,0.000001970681,0.00001042759,0.001811082],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8671869,"threshold_uncertainty_score":0.9057637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02222100602896665,"score_gpt":0.2343217286052216,"score_spread":0.212100722576255,"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."}}