{"id":"W7027439706","doi":"","title":"Chapter 4 Evaluating electoral management performance","year":2020,"lang":"en","type":"other","venue":"Directory of Open access Books (OAPEN Foundation)","topic":"Catalysis and Oxidation Reactions","field":"Chemical Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Set (abstract data type); Public sector; Democracy; Remainder; Performance management; Accountability; Public management; New public management","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001819345,0.0003168132,0.0005033801,0.0003042259,0.00009762694,0.0004851721,0.001518095,0.00007394968,0.06869794],"category_scores_gemma":[0.00003586453,0.000333881,0.0001339313,0.0002460796,0.00005318148,0.0008072504,0.0008563141,0.000220895,0.001839387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009648601,"about_ca_system_score_gemma":0.00005057886,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004441072,"about_ca_topic_score_gemma":0.00009523877,"domain_scores_codex":[0.9983011,0.00002500909,0.0004979386,0.0005099878,0.0004551939,0.0002107923],"domain_scores_gemma":[0.9987526,0.00003915455,0.0005365019,0.0005006104,0.00006953187,0.0001016328],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000127874,0.0001987847,0.001871848,0.001404186,0.001936223,0.000009647294,0.00009631042,0.0004510716,0.01275705,0.05910399,0.06098624,0.8610567],"study_design_scores_gemma":[0.000452279,0.00001743805,0.00165474,0.0002983714,0.0001639896,0.000001000283,0.000008343183,0.003486165,0.003387929,0.00002692471,0.9900626,0.0004402152],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007157989,0.00004189041,0.0008481554,0.00007054493,0.0003397077,0.0008017282,0.00000500001,0.0002028612,0.9969743],"genre_scores_gemma":[0.04908767,0.0001747527,0.002322239,0.0001946564,0.0003325909,0.0002630661,0.00098773,0.0004854858,0.9461518],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9290764,"threshold_uncertainty_score":0.9999113,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1021086381221113,"score_gpt":0.401613584877392,"score_spread":0.2995049467552807,"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."}}