{"id":"W4415968674","doi":"10.1109/iecon58223.2025.11221870","title":"Generative AI for Cybersecurity Awareness Training","year":2025,"lang":"","type":"article","venue":"","topic":"Information and Cyber Security","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Profiling (computer programming); Adaptation (eye); Resilience (materials science); Training (meteorology); Generative grammar; Training set; Generative model; Taxonomy (biology)","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007373009,0.000334745,0.000409972,0.0002500341,0.0009477377,0.0008976904,0.001024396,0.0002192237,0.0003435844],"category_scores_gemma":[0.0001347555,0.0003294744,0.0002688152,0.0008248177,0.0001266648,0.001571763,0.0003578769,0.0002920062,0.00005688809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001383237,"about_ca_system_score_gemma":0.001607272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007760204,"about_ca_topic_score_gemma":0.0002387973,"domain_scores_codex":[0.9976743,0.0001090044,0.0007295208,0.0005696779,0.0002763368,0.0006411454],"domain_scores_gemma":[0.9981793,0.0001894553,0.0001548409,0.0006295574,0.000690836,0.0001560042],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001631601,0.00006611287,0.0000501364,0.00007482353,0.00005916187,0.000001000265,0.03307479,0.0001132305,0.0000168732,0.8440571,0.006794021,0.1156764],"study_design_scores_gemma":[0.001329853,0.00008791642,0.0003994822,0.00007626549,0.00003271028,0.000003428053,0.001961858,0.7995904,0.005319123,0.04608648,0.1446655,0.0004469508],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001991987,0.0001373604,0.8782499,0.01354851,0.003105126,0.0007328109,0.00002526599,0.000154955,0.1020541],"genre_scores_gemma":[0.9318086,0.00002276957,0.02713105,0.03129007,0.0001794328,0.000140957,0.00001823001,0.000008692682,0.009400195],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9298166,"threshold_uncertainty_score":0.9999157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03629517669118612,"score_gpt":0.3150568777578294,"score_spread":0.2787617010666432,"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."}}