{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007722782,0.0007089741,0.0003694033,0.003329739,0.007031378,0.0145294,0.002440974,0.003926229,0.003048142],"category_scores_gemma":[0.004585988,0.0004766447,0.0006881764,0.001535818,0.02675883,0.01422178,0.009668202,0.005167787,0.0006528271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007328725,"about_ca_system_score_gemma":0.01596825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00336538,"about_ca_topic_score_gemma":0.003998789,"domain_scores_codex":[0.9942645,0.003446397,0.0002107219,0.0005658668,0.0008986042,0.0006137768],"domain_scores_gemma":[0.9943045,0.001408422,0.0008114702,0.0004718551,0.001080865,0.001922911],"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":[0.00001362888,0.0004047471,0.004616446,0.0001696447,0.00001318593,0.0002094155,0.04037439,0.0006151669,0.0006057304,0.9243033,0.002048472,0.02662587],"study_design_scores_gemma":[0.00004757094,0.0002774004,0.004982642,0.0008437037,0.00003084603,0.0004688504,0.1110164,0.007258675,0.001090957,0.7844351,0.08945597,0.00009201706],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1837366,0.002954753,0.2944861,0.1510604,0.001236727,0.0008463664,0.00009112356,0.0002972114,0.3652907],"genre_scores_gemma":[0.9122356,0.0009815277,0.07696674,0.003203211,0.0001632412,0.0004234481,0.00003902626,0.00003242201,0.005954911],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0145294,"threshold_uncertainty_score":0.05317384,"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."}}