{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006179352,0.0004135413,0.0003264311,0.0007434346,0.000407805,0.001108115,0.0009317575,0.0006425214,0.003349287],"category_scores_gemma":[0.002176805,0.0002310269,0.0005372157,0.0004913501,0.0008976262,0.001185516,0.001079713,0.0011174,0.0006143762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009065856,"about_ca_system_score_gemma":0.0008924625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002932558,"about_ca_topic_score_gemma":0.003842717,"domain_scores_codex":[0.9996108,0.0001408932,0.00001658698,0.00009232516,0.0001016011,0.00003777486],"domain_scores_gemma":[0.9992569,0.0005095174,0.00004244164,0.00008407542,0.00006749815,0.000039582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001295303,0.0004055188,0.006150468,0.000414183,0.0001035568,0.0002520028,0.001278529,0.4320295,0.01600949,0.1090279,0.004547609,0.4296518],"study_design_scores_gemma":[0.0000119057,0.0000964239,0.001101797,0.00005911557,0.00002903075,0.0001368759,0.0001602843,0.9265404,0.003544753,0.05925388,0.009041203,0.00002434365],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03416895,0.0006345735,0.9469237,0.0007558077,0.00007095932,0.0001566893,0.0001082852,0.00169485,0.01548612],"genre_scores_gemma":[0.7522678,0.0006246766,0.2398102,0.0003698987,0.00004424315,0.0002439813,0.0002195215,0.0001348085,0.006284725],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003349287,"threshold_uncertainty_score":0.01120442,"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."}}