{"id":"W4413392539","doi":"10.1093/oxfordhb/9780197777497.013.0008","title":"Electoral Management","year":2025,"lang":"en","type":"book-chapter","venue":"Oxford University Press eBooks","topic":"Political Conflict and Governance","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Military College of Canada","funders":"","keywords":"Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001186137,0.0002508017,0.0002182729,0.001723808,0.002390134,0.005208632,0.0008585778,0.0008109045,0.05295951],"category_scores_gemma":[0.001805582,0.0001428445,0.0001682133,0.002160797,0.00197588,0.002081001,0.002130634,0.001031494,0.01437889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002985983,"about_ca_system_score_gemma":0.002593643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003238005,"about_ca_topic_score_gemma":0.004224334,"domain_scores_codex":[0.9987668,0.0004276942,0.00006952276,0.0001820351,0.0004027468,0.000151177],"domain_scores_gemma":[0.9993894,0.0001348544,0.00005255639,0.0001018442,0.0001965325,0.0001247183],"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":[0.00001168973,0.00002680996,0.0006286475,0.000123069,0.000002816406,0.00008070831,0.002042019,0.000426663,0.0002069625,0.6565935,0.1235324,0.2163248],"study_design_scores_gemma":[0.000001377655,0.000006682709,0.0003691879,0.00008075002,6.859004e-7,0.00004365977,0.0005187896,0.00008410875,0.0000734189,0.01517851,0.9836406,0.0000022936],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003212417,0.006643439,0.002450265,0.004152508,0.0005582212,0.00005255202,0.0001362044,0.0001004271,0.982694],"genre_scores_gemma":[0.1029347,0.007011211,0.002923314,0.001019086,0.0005694876,0.0000796524,0.0004180969,0.00007706406,0.8849674],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05295951,"threshold_uncertainty_score":0.1771672,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02619849074924668,"score_gpt":0.2485225068675438,"score_spread":0.2223240161182971,"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."}}