{"id":"W4384433910","doi":"10.1353/ces.2023.a902151","title":"The Experience of Black Faculty Members in Academia","year":2023,"lang":"en","type":"article","venue":"Canadian ethnic studies","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mentorship; Covert; Critical race theory; Psychology; Racism; Sociology; Humanities; Pedagogy; Medical education; Gender studies; Art","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.001242257,0.00007147977,0.0001444452,0.000158265,0.0005248742,0.000007548292,0.0003777555,0.0001158523,0.00004898293],"category_scores_gemma":[0.003974772,0.00005369782,0.00003386815,0.001657265,0.002094491,0.00006737287,0.00006693644,0.0003440723,0.00008282698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004548794,"about_ca_system_score_gemma":0.0007679095,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2774852,"about_ca_topic_score_gemma":0.938989,"domain_scores_codex":[0.9985208,0.0001732091,0.0001849779,0.0001569196,0.0003713081,0.0005927664],"domain_scores_gemma":[0.9985472,0.0008954961,0.00004290817,0.0001370043,0.0001852097,0.0001921885],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000001981102,0.00000344597,0.01586277,0.00001407004,0.00005969075,0.000006652565,0.7724829,0.00002415898,0.000008961169,0.007360392,0.1871255,0.01704948],"study_design_scores_gemma":[0.00004684077,0.000004114733,0.4319777,0.00001722558,0.000001873097,2.345784e-8,0.4394901,0.00000292584,0.00001320158,0.00051296,0.1278779,0.00005508992],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8634037,0.02399737,1.174107e-7,0.08043386,0.0007090266,0.0004900079,0.0000260408,0.00005828596,0.03088163],"genre_scores_gemma":[0.9358426,0.04085029,0.000008764027,0.0003203261,0.0001042207,0.0001695757,0.00000160927,0.000007289815,0.02269529],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6615039,"threshold_uncertainty_score":0.7717239,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3102802381243203,"score_gpt":0.5453637498000466,"score_spread":0.2350835116757264,"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."}}