{"id":"W4404821066","doi":"10.1108/ijem-09-2023-0439","title":"Decolonizing management education: a bibliometric analysis of Ubuntu","year":2024,"lang":"en","type":"article","venue":"International Journal of Educational Management","topic":"African cultural and philosophical studies","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint Mary's University","funders":"","keywords":"Higher education; Sociology; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["bibliometrics"],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["bibliometrics"],"domain":null,"study_design":"design_other","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["bibliometrics","insufficient_payload"],"consensus_categories":["bibliometrics"],"category_scores_codex":[0.0006026371,0.00009320664,0.0001862468,0.0235101,0.0001203517,0.0001585515,0.0005864934,0.00002928847,0.001535185],"category_scores_gemma":[0.0001063533,0.0000769367,0.0002843224,0.03269036,0.0001157596,0.0002956955,0.00009992423,0.000093062,0.00003069676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003595892,"about_ca_system_score_gemma":0.0002026059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001027656,"about_ca_topic_score_gemma":0.00004117819,"domain_scores_codex":[0.9979965,0.00006022351,0.0005100383,0.0001523585,0.001146783,0.0001340876],"domain_scores_gemma":[0.9984761,0.0003071973,0.000251892,0.000076185,0.0007946207,0.00009404443],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002034673,0.0003703119,0.00660396,0.00004655628,0.007128603,0.00001470667,0.001711312,0.0001545736,0.000003037434,0.8873207,0.01264817,0.08397775],"study_design_scores_gemma":[0.0001605282,0.00004535685,0.252777,0.0002736115,0.001728925,0.00000597114,0.005409976,0.00004504318,0.000005179279,0.08629373,0.653079,0.0001756582],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1768604,0.01501474,0.0009040356,0.1647262,0.01223986,0.0004728649,0.00004965454,0.00003534555,0.6296969],"genre_scores_gemma":[0.9873878,0.002840119,0.002239035,0.000302915,0.001004171,0.00001758376,0.00001462641,0.000005445045,0.006188271],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8105274,"threshold_uncertainty_score":0.9993775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03344538743121625,"score_gpt":0.3942120772563718,"score_spread":0.3607666898251555,"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."}}