{"id":"W4213120297","doi":"10.1108/s2058-88012022004","title":"Homo Ubuntu Leadership for the Twenty-first Century","year":2022,"lang":"en","type":"book-chapter","venue":"","topic":"African cultural and philosophical studies","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"History; Sociology; Political science; Environmental ethics; Philosophy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005911973,0.0002906903,0.0001581134,0.0004972668,0.00861921,0.00306771,0.0002750294,0.001320109,0.007538171],"category_scores_gemma":[0.0006170242,0.0001169038,0.00007156313,0.0006496988,0.005685422,0.002245939,0.001873029,0.00276426,0.0009275316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003023402,"about_ca_system_score_gemma":0.003849569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006037258,"about_ca_topic_score_gemma":0.02499692,"domain_scores_codex":[0.9996046,0.000161295,0.000005204089,0.00002467507,0.00005026605,0.0001539316],"domain_scores_gemma":[0.999868,0.00004439731,0.00001174578,0.000007612569,0.00001524921,0.00005284523],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001257965,0.00002736225,0.0001384358,0.00003774615,7.822265e-7,0.00008177596,0.01449582,0.00002307,0.0001076989,0.9295349,0.0281112,0.02742861],"study_design_scores_gemma":[0.000004927229,0.00003160726,0.0007762102,0.000300545,0.000001757334,0.0001124226,0.007775803,0.00007638414,0.0001994401,0.05325861,0.9374567,0.00000568114],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02507871,0.03494434,0.0009886604,0.01569881,0.002302114,0.00003689315,0.00001980529,0.00002686313,0.9209039],"genre_scores_gemma":[0.4680167,0.01623744,0.0009384301,0.004680622,0.0006169174,0.0000842181,0.00001748849,0.00004509959,0.5093629],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.00861921,"threshold_uncertainty_score":0.02521771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1616781098187671,"score_gpt":0.2913929354686081,"score_spread":0.129714825649841,"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."}}