{"id":"W4406706356","doi":"10.47604/ajep.3176","title":"The Making of a Champion Leader: Insights from the Diploma in Educational Leadership and Management Program in Uganda, West Nile Region","year":2025,"lang":"en","type":"article","venue":"African Journal of Education and Practice","topic":"African Education and Politics","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Global Affairs Canada; Aga Khan Foundation","keywords":"Champion; Educational leadership; Management; Sociology; Political science; Pedagogy; Economics; Law","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0056146,0.0003564899,0.000449023,0.001158009,0.0149384,0.004561881,0.001718492,0.001343736,0.002074094],"category_scores_gemma":[0.007437171,0.0004982613,0.0001695939,0.0008612797,0.005902403,0.002040006,0.005058016,0.003340391,0.000359249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003569765,"about_ca_system_score_gemma":0.01055203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009442135,"about_ca_topic_score_gemma":0.04696676,"domain_scores_codex":[0.9945415,0.003724394,0.00005793992,0.0001441583,0.0003232357,0.001208813],"domain_scores_gemma":[0.9957925,0.001690281,0.0003994425,0.00007984425,0.0005017364,0.001536156],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002437664,0.0001826244,0.008680316,0.0001466946,0.000004241931,0.002079929,0.9723451,0.00003435056,0.0003414862,0.0008718958,0.00204942,0.01323955],"study_design_scores_gemma":[0.000002459173,0.00007158206,0.005078817,0.0001111414,0.000002495671,0.000171684,0.9866153,0.00002704238,0.00009773896,0.0001503551,0.007666039,0.000005393014],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905805,0.000517687,0.0003294477,0.003443452,0.00006180628,0.00008432882,0.00002136975,0.000008136592,0.00495341],"genre_scores_gemma":[0.9951559,0.000594329,0.0004909501,0.0008886634,0.00002103746,0.00007383445,0.00002170367,0.00001471107,0.002739006],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0149384,"threshold_uncertainty_score":0.02969319,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0712674215413631,"score_gpt":0.3988948023643464,"score_spread":0.3276273808229833,"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."}}