{"id":"W4320004833","doi":"10.1007/978-3-031-23035-6","title":"AI Ethics in Higher Education: Insights from Africa and Beyond","year":2023,"lang":"en","type":"book","venue":"SpringerBriefs in ethics","topic":"Ethics and Social Impacts of AI","field":"Social Sciences","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"International Development Research Centre","keywords":"Engineering ethics; Political science; Environmental ethics; Sociology; Philosophy; Engineering","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":[0.001106245,0.0004082696,0.0003154931,0.001157327,0.005290907,0.007985682,0.0004595569,0.00172781,0.00770942],"category_scores_gemma":[0.001824284,0.0002059701,0.0001588245,0.002149402,0.006213308,0.007637984,0.003262992,0.003763738,0.0008294292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004017159,"about_ca_system_score_gemma":0.003429156,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004490494,"about_ca_topic_score_gemma":0.01751029,"domain_scores_codex":[0.9993538,0.0003701124,0.0000125014,0.0000294292,0.0001046344,0.0001295343],"domain_scores_gemma":[0.9985613,0.00117139,0.00004708141,0.00002201226,0.00006823103,0.0001299796],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001429525,0.00004177085,0.0004035159,0.0002596837,0.00000246711,0.0006275761,0.08426274,0.0002282877,0.0003569817,0.8012844,0.05074639,0.06177197],"study_design_scores_gemma":[0.000003428601,0.00001291887,0.0009098271,0.0008300785,0.000002334131,0.0003206065,0.06609149,0.0001532048,0.0001697234,0.07602097,0.8554772,0.000008174567],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02790378,0.05440699,0.002848093,0.04942099,0.001156777,0.00003247349,0.00003228771,0.0000289658,0.8641697],"genre_scores_gemma":[0.5307724,0.07843912,0.003393433,0.01249469,0.000897468,0.00009530014,0.00005880148,0.000140769,0.373708],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.007985682,"threshold_uncertainty_score":0.02914667,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1544957295635307,"score_gpt":0.4045765053024593,"score_spread":0.2500807757389285,"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."}}