{"id":"W4221062269","doi":"10.1111/puar.13492","title":"Bureaucratic Representation, Accountability, and Democracy: A Qualitative Study of Indigenous Bureaucrats in Australia and Canada","year":2022,"lang":"en","type":"article","venue":"Public Administration Review","topic":"Public Policy and Administration Research","field":"Social Sciences","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Griffith University","keywords":"Bureaucracy; Accountability; Indigenous; Public administration; Government (linguistics); Democracy; Political science; Representation (politics); Sociology; Public relations; Politics; Law","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":[],"consensus_categories":[],"category_scores_codex":[0.003740809,0.0001320949,0.0003700017,0.0001407966,0.0006927432,0.0001280881,0.000262778,0.0000370602,0.0005379491],"category_scores_gemma":[0.001329778,0.0001388612,0.00002428357,0.0009579132,0.0002186333,0.0004362352,0.0001115611,0.00025528,6.156124e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002243741,"about_ca_system_score_gemma":0.0038389,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6998585,"about_ca_topic_score_gemma":0.9492397,"domain_scores_codex":[0.9951512,0.002408814,0.0007331913,0.0003705424,0.001005426,0.0003307848],"domain_scores_gemma":[0.998496,0.0005012571,0.0003125411,0.0002361672,0.0002178419,0.0002361848],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001431068,0.00483181,0.2925825,0.003010309,0.0002500006,0.0001221103,0.5132,0.000005196672,0.00003390477,0.1562979,0.01752001,0.01200322],"study_design_scores_gemma":[0.001982762,0.001681784,0.1030418,0.0002531454,0.0001079916,0.00005649227,0.7832736,0.00002859227,0.00001242523,0.01151985,0.09720947,0.0008320778],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.971215,0.001226716,0.000004282868,0.02467922,0.00005332232,0.001819709,0.00005991017,0.00001471896,0.0009271835],"genre_scores_gemma":[0.9976501,0.0008537347,0.00002555818,0.0004569578,0.00002599575,0.0003749654,0.00004941056,0.000006304641,0.0005569954],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2700736,"threshold_uncertainty_score":0.6810044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1449803994378601,"score_gpt":0.4940228537454857,"score_spread":0.3490424543076256,"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."}}