{"id":"W7133066481","doi":"","title":"Prestige and Stratification of the Academic Careers of University Presidents","year":2023,"lang":"","type":"dissertation","venue":"TSpace","topic":"Social and Cultural Dynamics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Prestige; Higher education; Presidential system; Stratified sampling; Occupational prestige; Exploratory research","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":[0.0002876509,0.00013372,0.0002225284,0.00003639911,0.0004022756,0.00001220917,0.0004606137,0.0004361837,0.00002483816],"category_scores_gemma":[0.0002875905,0.0001144184,0.0001066512,0.0006561219,0.0005003776,0.0001078253,0.00005605762,0.0002942187,0.000002942002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006834395,"about_ca_system_score_gemma":0.0003391374,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0210892,"about_ca_topic_score_gemma":0.01099566,"domain_scores_codex":[0.9985883,0.0002961037,0.0002226881,0.0002226465,0.0005113634,0.0001588682],"domain_scores_gemma":[0.9987546,0.0001614872,0.0006377082,0.000142285,0.000243134,0.00006079006],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001438192,0.0000356325,0.02876607,0.0005987122,0.0001507866,6.585041e-7,0.9290308,0.0001066188,0.01678575,0.0207835,0.000519902,0.003077758],"study_design_scores_gemma":[0.000102797,0.00001959016,0.486756,0.0002082279,0.0001344008,4.513521e-8,0.5107849,0.0000620452,0.0008124771,0.0008527434,0.0001546544,0.0001120601],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943538,0.0002086437,0.000001306019,0.000373794,0.0005277946,0.0004615006,0.00002475514,0.00001604781,0.004032311],"genre_scores_gemma":[0.9322144,0.00165425,0.000006485489,0.000002990485,0.00004085496,0.000001255622,0.00003704871,0.000008083049,0.06603464],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.45799,"threshold_uncertainty_score":0.9854295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03373941034485575,"score_gpt":0.3546772072078951,"score_spread":0.3209377968630394,"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."}}