{"id":"W4390062009","doi":"10.23962/ajic.i32.16949","title":"The centrality of cybersecurity to socioeconomic development policy: A case study of cyber-vulnerability at South Africa’s Transnet","year":2023,"lang":"en","type":"article","venue":"The African Journal of Information and Communication (AJIC)","topic":"Cybersecurity and Cyber Warfare Studies","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"International Development Research Centre; Styrelsen för Internationellt Utvecklingssamarbete","keywords":"Vulnerability (computing); Corporate governance; Computer security; Government (linguistics); Socioeconomic status; Socioeconomic development; State (computer science); Business; Democracy; Centrality; Legislation; Economic growth; Political science; Economics; Sociology; Law; Computer science; Politics; Finance","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":[0.001498894,0.0002917197,0.0002508252,0.001312705,0.008698209,0.002617787,0.0005264763,0.001589181,0.002839833],"category_scores_gemma":[0.002824119,0.0001951558,0.0002217921,0.001729282,0.004983295,0.002480938,0.003402393,0.001832998,0.000134152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006891619,"about_ca_system_score_gemma":0.004554295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02777171,"about_ca_topic_score_gemma":0.06099188,"domain_scores_codex":[0.9987423,0.0007731836,0.00002381028,0.00004995484,0.00006423346,0.0003464489],"domain_scores_gemma":[0.9980248,0.001174759,0.0003194882,0.00007740416,0.0001377178,0.0002657921],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001721128,0.000521448,0.07971047,0.0004147562,0.00005508589,0.04853292,0.6110312,0.004124016,0.004057215,0.2147247,0.003158915,0.03349713],"study_design_scores_gemma":[0.00001255989,0.0001493337,0.03365336,0.000342994,0.00002206021,0.002325508,0.9185638,0.002042893,0.001157349,0.008484516,0.03321857,0.00002700935],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9839038,0.0001638286,0.0005469664,0.002086593,0.000009622261,0.00003335657,0.00001776315,0.000001894318,0.01323618],"genre_scores_gemma":[0.9983321,0.0002799947,0.0002238715,0.00009088658,0.000002501187,0.00001829575,0.000005336512,0.000001944449,0.001045162],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02777171,"threshold_uncertainty_score":0.05522013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03592905163907028,"score_gpt":0.3091567511347518,"score_spread":0.2732276994956815,"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."}}