{"id":"W7154464102","doi":"10.1109/intellisecai66368.2025.11472813","title":"Ai-Driven Cybersecurity Awareness Training (CSAT) Framework","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":"Training (meteorology); Government (linguistics); Key (lock); Component (thermodynamics)","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":[0.0008038005,0.0004492244,0.0002747057,0.000599519,0.0005159843,0.0008718665,0.001309364,0.000857363,0.003379011],"category_scores_gemma":[0.001389267,0.0002141863,0.0004502164,0.0003512177,0.001145213,0.001090998,0.001075697,0.001093158,0.0004627674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009612,"about_ca_system_score_gemma":0.002395936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004967795,"about_ca_topic_score_gemma":0.005339071,"domain_scores_codex":[0.9994985,0.0002005798,0.00001621154,0.0001069681,0.0001108273,0.00006691391],"domain_scores_gemma":[0.9992794,0.0003279349,0.00008124315,0.00005604486,0.0001246135,0.0001307954],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005689402,0.0002510133,0.002855895,0.0001135603,0.00004412058,0.0001765336,0.0004951299,0.7623034,0.002903915,0.1548914,0.002351304,0.07355678],"study_design_scores_gemma":[0.000007882892,0.00006205095,0.0003459936,0.00001496478,0.000009429225,0.00004705036,0.00007115343,0.9586968,0.0004507108,0.03747321,0.002810821,0.000009887945],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03010156,0.000192337,0.9482335,0.001459223,0.00007461801,0.0001672395,0.0001210907,0.000486142,0.01916429],"genre_scores_gemma":[0.8310205,0.0002413337,0.1586658,0.0002311013,0.0000493878,0.0002876192,0.0001303975,0.00004685044,0.009326899],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.004967795,"threshold_uncertainty_score":0.01130396,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02472470963216107,"score_gpt":0.3006579647240943,"score_spread":0.2759332550919333,"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."}}