{"id":"W7116070776","doi":"10.1080/2331186x.2025.2603702","title":"Approaches for cybersecurity education: a South African military science perspective","year":2025,"lang":"en","type":"article","venue":"Cogent Education","topic":"Information and Cyber Security","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute on Governance","funders":"","keywords":"Multidisciplinary approach; Resilience (materials science); Position paper; Curriculum; Position (finance); National security; Perspective (graphical); Curriculum development; Cyberwarfare","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":[0.0004634901,0.0001179882,0.00009944892,0.0003484573,0.0004721931,0.0001462909,0.0008109903,0.00004176505,0.0000119403],"category_scores_gemma":[0.0001999033,0.0001207546,0.00007004246,0.001133746,0.0001639536,0.0009046099,0.0001316382,0.00008509326,0.00002480111],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004935918,"about_ca_system_score_gemma":0.006086413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001009095,"about_ca_topic_score_gemma":0.00001276571,"domain_scores_codex":[0.9988917,0.00002966135,0.0002134188,0.0004038328,0.000227067,0.0002343246],"domain_scores_gemma":[0.998518,0.00003227187,0.00007826372,0.0005474726,0.0007197363,0.0001042031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000005190513,0.0002864738,0.0001232299,0.00002777117,0.000006853971,1.333094e-8,0.02973737,0.00000525711,0.00001514207,0.9199145,0.004425897,0.04545227],"study_design_scores_gemma":[0.001114567,0.0001918979,0.03579861,0.0001999771,0.00009383961,0.00001794457,0.2531659,0.0686264,0.007696226,0.4146575,0.2171925,0.001244698],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1631801,0.004438764,0.4680578,0.0311574,0.0123497,0.003888952,0.00002685515,0.0005423607,0.3163581],"genre_scores_gemma":[0.9819705,0.000006484453,0.01525995,0.001440356,0.0001116025,0.0003455589,0.00001529313,0.000003255993,0.0008470095],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8187904,"threshold_uncertainty_score":0.9995481,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02242395134600089,"score_gpt":0.2843561789893114,"score_spread":0.2619322276433105,"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."}}