{"id":"W4389427147","doi":"10.21083/ajote.v12i2.7515","title":"African identity and curriculum transformation at universities in South Africa","year":2023,"lang":"en","type":"article","venue":"African Journal of Teacher Education","topic":"African cultural and philosophical studies","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Identity (music); Decolonization; Government (linguistics); Context (archaeology); Foregrounding; Sociology; Political science; Pedagogy; Gender studies; Geography; Law; Politics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007700568,0.00008945048,0.0001802967,0.0002337366,0.0003741325,0.00004956472,0.0001741751,0.00005384163,0.00007846725],"category_scores_gemma":[0.0001075131,0.00007328559,0.00006580668,0.0008478475,0.0002234784,0.0007090592,0.00003582655,0.0001741152,0.00001817838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004397156,"about_ca_system_score_gemma":0.0002411094,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005471088,"about_ca_topic_score_gemma":0.0004130068,"domain_scores_codex":[0.9988258,0.0002188872,0.0002666084,0.0001009519,0.0003701412,0.0002176019],"domain_scores_gemma":[0.9993656,0.00006249172,0.0002232617,0.00004904468,0.0001599542,0.0001396416],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003915338,0.0001797686,0.03484241,0.00002169627,0.00003252643,0.000005270923,0.9115002,0.00001196947,0.00006244364,0.04555533,0.002604915,0.005144307],"study_design_scores_gemma":[0.0002528043,0.00008215958,0.07084922,0.00004741098,0.00004371581,0.000003926319,0.8436084,0.00001112817,0.000005586786,0.01676811,0.068166,0.0001615863],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9452219,0.0005047631,0.00001133303,0.01071932,0.0002399442,0.0001033695,0.000003873165,0.00002475224,0.04317075],"genre_scores_gemma":[0.9976168,0.0001812513,0.00004849533,0.00002407981,0.0002754201,0.00000382985,0.000002512177,0.000004693114,0.001842935],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06789185,"threshold_uncertainty_score":0.29885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04158179724606991,"score_gpt":0.3153803475672194,"score_spread":0.2737985503211495,"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."}}