{"id":"W2901178485","doi":"10.13140/rg.2.2.20051.84006","title":"‘Why mouth all the pieties?’: Black and women academic’s revelations about discourses of ‘transformation’ at an historically white South African institution","year":2018,"lang":"en","type":"article","venue":"Research Portal (Queen's University Belfast)","topic":"South African History and Culture","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Queen's University; Queen's University Belfast","keywords":"White (mutation); Institution; Gender studies; Political science; Academic institution; Higher education; Transformation (genetics); Sociology; History; Management; Law; Economics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.001319179,0.0001307311,0.000178452,0.000218354,0.002441543,0.00003606309,0.0005212205,0.0002005213,0.0004425278],"category_scores_gemma":[0.0001938165,0.000112441,0.00006195017,0.0007462574,0.003935104,0.0008099003,0.0001261333,0.0005209704,0.00002640796],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008356805,"about_ca_system_score_gemma":0.0004963799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001301507,"about_ca_topic_score_gemma":0.0007194458,"domain_scores_codex":[0.9973948,0.0006064966,0.0002047022,0.0002994268,0.0009470201,0.0005475759],"domain_scores_gemma":[0.9985889,0.00008474311,0.0001511664,0.000257464,0.0005220252,0.0003957492],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002474042,0.00007895574,0.009347729,0.00002784535,0.00005818095,0.00001124158,0.8550872,0.00002063248,0.000077846,0.1223325,0.01252702,0.0001834232],"study_design_scores_gemma":[0.0004293574,0.000227257,0.01765119,0.00003123101,0.00004121033,9.329304e-7,0.4081265,0.00001606495,0.00001422204,0.0008190707,0.5724175,0.0002254608],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9179142,0.00001798758,0.0001206342,0.006191412,0.0001004519,0.0004895908,0.0001492254,0.00006841644,0.07494807],"genre_scores_gemma":[0.9799671,0.00007527628,0.00005298517,0.00008868757,0.0001516636,0.000003212016,0.00002268819,0.000008060431,0.01963035],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5598904,"threshold_uncertainty_score":0.9988571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03273803721998497,"score_gpt":0.2978830550770328,"score_spread":0.2651450178570479,"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."}}