{"id":"W4200215772","doi":"10.2308/issues-2020-083","title":"Aristocracy or Meritocracy? The Role of Elite Pedigree and Research Performance in New Accounting Faculty Placements","year":2021,"lang":"en","type":"article","venue":"Issues in Accounting Education","topic":"Accounting Education and Careers","field":"Business, Management and Accounting","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Meritocracy; Elite; Accounting; Elitism; Margin (machine learning); Political science; Aristocracy (class); Public relations; Sociology; Economics; Law; Politics","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":[],"consensus_categories":[],"category_scores_codex":[0.002107829,0.0002221781,0.0002771828,0.0006446931,0.0002972065,0.0006717239,0.0004788106,0.0001204007,0.0002460252],"category_scores_gemma":[0.001920114,0.000187743,0.0000418125,0.00219154,0.0001184018,0.002168539,0.0003377713,0.0005201816,0.00007022983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001483036,"about_ca_system_score_gemma":0.0008992331,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006781621,"about_ca_topic_score_gemma":0.001948781,"domain_scores_codex":[0.997582,0.00005261097,0.0006535634,0.0004918555,0.0007194621,0.0005005285],"domain_scores_gemma":[0.9981329,0.0002162965,0.0003952401,0.000453519,0.000782359,0.00001965836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005368646,0.0002352119,0.8988373,0.0002946157,0.000009738525,0.000001348566,0.002590114,0.00002944525,0.0005095832,0.002032773,0.005517455,0.08988874],"study_design_scores_gemma":[0.0005182112,0.000007776698,0.5956635,0.0006963408,0.00002232595,0.000006700232,0.03040067,0.001565305,0.0004244347,0.002985306,0.3673998,0.000309623],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9778727,0.001711557,0.00000425598,0.003364835,0.0007807,0.000425869,0.000001361451,0.00004175401,0.01579699],"genre_scores_gemma":[0.9937931,0.0002361208,0.0005414636,0.000759941,0.001665234,0.00007000237,0.00007322455,0.00003827121,0.002822598],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3618823,"threshold_uncertainty_score":0.9998323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03793119198559319,"score_gpt":0.3619970279678055,"score_spread":0.3240658359822123,"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."}}