{"id":"W4385256983","doi":"10.57054/jhea.v15i1.1487","title":"0- Editorial - Building the Vision: Higher Education and Quality Assurance in East Africa","year":2022,"lang":"en","type":"article","venue":"Journal of Higher Education in Africa","topic":"Global Education Systems and Policies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Deutscher Akademischer Austauschdienst","keywords":"Quality assurance; Higher education; Political science; Quality (philosophy); Optometry; Economic growth; Medical education; Public administration; Medicine; Business; Economics; Marketing; Law","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002653398,0.0000982612,0.0002017392,0.000242571,0.0004584785,0.0001531901,0.0003608897,0.00006554239,0.0006327772],"category_scores_gemma":[0.0001723273,0.00008029862,0.00005754173,0.0009225993,0.0001029529,0.0003543484,0.00004824347,0.0003779902,0.000004562389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005874097,"about_ca_system_score_gemma":0.002723169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002789964,"about_ca_topic_score_gemma":0.0001362738,"domain_scores_codex":[0.9972199,0.001013089,0.0006242171,0.0001434943,0.0007639913,0.0002352703],"domain_scores_gemma":[0.9985252,0.000327959,0.0005908054,0.0001532928,0.0002891762,0.0001135543],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003224017,0.0005850342,0.01923798,0.00001273707,0.000007652347,1.944629e-7,0.04350933,0.00005578219,0.00008187728,0.07507778,0.8602461,0.00115329],"study_design_scores_gemma":[0.0001543516,0.00002922431,0.142374,0.00003564192,0.000005366469,0.000002301021,0.01848911,1.942528e-7,6.493067e-7,0.003864801,0.8349656,0.00007879105],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"empirical","genre_scores_codex":[0.3709672,0.0154168,0.000003628002,0.1033232,0.3897597,0.0005664614,0.00001228529,0.00002227669,0.1199285],"genre_scores_gemma":[0.9498653,0.00005590228,0.0001514051,0.0002734516,0.02947214,0.0000545332,7.885892e-7,0.000007449305,0.02011899],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5788981,"threshold_uncertainty_score":0.6928467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03859797673542707,"score_gpt":0.3927967168039034,"score_spread":0.3541987400684763,"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."}}