{"id":"W4242913312","doi":"10.21606/pluriversal.2021.0050","title":"Approaching Ubuntu in Education Through Bottom-Up Decolonisation","year":2021,"lang":"en","type":"article","venue":"","topic":"African cultural and philosophical studies","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario College of Art and Design","funders":"","keywords":"Decolonization; Context (archaeology); Indigenous; Narrative; Curriculum; Top-down and bottom-up design; Pedagogy; Sociology; Political science; Computer science; Politics; Geography; Linguistics","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":[0.006080377,0.0005255601,0.0003986444,0.001055064,0.02489837,0.009553364,0.00159418,0.003266592,0.005957512],"category_scores_gemma":[0.00526603,0.0003168901,0.0003838493,0.0009434866,0.03231909,0.01216738,0.02408169,0.006572408,0.000703518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009664108,"about_ca_system_score_gemma":0.006446169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01180365,"about_ca_topic_score_gemma":0.02214763,"domain_scores_codex":[0.9934984,0.00410613,0.00008997277,0.0003570689,0.0003534207,0.001594997],"domain_scores_gemma":[0.9977991,0.001083389,0.0002063573,0.0002856784,0.0002023274,0.0004230997],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004381114,0.00008280462,0.001543348,0.0001514797,0.000007100404,0.0007419158,0.5232289,0.0003902879,0.0007379423,0.4406163,0.003335054,0.0291212],"study_design_scores_gemma":[0.00001390829,0.0001339521,0.002335675,0.0006427824,0.00001132668,0.0004918397,0.5051558,0.001064914,0.001662084,0.150865,0.337579,0.00004366783],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.583445,0.003042117,0.03152021,0.03892396,0.0007138614,0.0002169852,0.00003824698,0.0001467674,0.3419528],"genre_scores_gemma":[0.9762195,0.0003563364,0.003637213,0.001704977,0.00002603826,0.00007619279,0.00001049959,0.00005620817,0.01791308],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02489837,"threshold_uncertainty_score":0.07011831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07049377479313752,"score_gpt":0.351714336771618,"score_spread":0.2812205619784805,"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."}}