{"id":"W4409667767","doi":"10.3390/info16050336","title":"Building a Cybersecurity Culture in Higher Education: Proposing a Cybersecurity Awareness Paradigm","year":2025,"lang":"en","type":"article","venue":"Information","topic":"Information and Cyber Security","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Canada West","funders":"","keywords":"Computer security; Internet privacy; Computer science","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":[0.0003646371,0.0001825195,0.0001772281,0.0004430379,0.0002384205,0.0005466957,0.0006293308,0.0001607869,0.00003180556],"category_scores_gemma":[0.00003685872,0.0001776067,0.00006689535,0.00124209,0.00003682343,0.007513024,0.0001823074,0.0002940404,0.00008115423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002930822,"about_ca_system_score_gemma":0.0005794589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002224327,"about_ca_topic_score_gemma":0.00004023594,"domain_scores_codex":[0.9985849,0.00005954537,0.0005889842,0.0001717441,0.0003032961,0.0002915604],"domain_scores_gemma":[0.9990808,0.00002378796,0.0002053759,0.0004402301,0.0001794981,0.00007030067],"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":[0.00000698945,0.00006207771,0.0007724491,0.0000916487,0.000006713693,5.874554e-7,0.00900001,0.000072832,0.000006622227,0.9655371,0.002802349,0.02164059],"study_design_scores_gemma":[0.00152452,0.00004162113,0.03621028,0.0004919077,0.00001502733,0.00002536147,0.000896215,0.03837508,0.001233371,0.1334901,0.7869647,0.0007317379],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1233199,0.0007452361,0.4130943,0.01763789,0.009043576,0.00246734,0.00002058486,0.001414495,0.4322567],"genre_scores_gemma":[0.9859584,0.00001490564,0.009822075,0.003786725,0.00005285535,0.00008832075,0.00003645805,0.000003056992,0.0002372012],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8626385,"threshold_uncertainty_score":0.724259,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01258313702816304,"score_gpt":0.2780404292997796,"score_spread":0.2654572922716165,"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."}}