{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000762331,0.0005198107,0.0006075054,0.0004333979,0.000994412,0.001343636,0.002259866,0.000591186,0.001208873],"category_scores_gemma":[0.0002175016,0.0005362528,0.0003501632,0.002167112,0.0002524672,0.00164316,0.001066077,0.00123149,0.0006462279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001976525,"about_ca_system_score_gemma":0.001714912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003090982,"about_ca_topic_score_gemma":0.0003697759,"domain_scores_codex":[0.9961514,0.0002331177,0.001082556,0.0008287529,0.0006853313,0.001018882],"domain_scores_gemma":[0.9971901,0.0002839443,0.0002493981,0.001485858,0.0004721347,0.0003186249],"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":[0.00001228975,0.00008936047,0.001362113,0.00009496304,0.00007535329,0.00001087113,0.03400977,0.0001887015,0.000002283069,0.8855141,0.005147867,0.07349229],"study_design_scores_gemma":[0.001023228,0.00009150034,0.006945443,0.0007401268,0.00006284206,0.00001710269,0.003240071,0.6786257,0.0006143252,0.2019749,0.1055959,0.001068849],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004401064,0.0002357386,0.839331,0.01506749,0.00509746,0.0003951539,0.00001187133,0.0004210222,0.1350392],"genre_scores_gemma":[0.9522789,0.00008468002,0.02070503,0.0249965,0.0001798281,0.000026779,0.000008051547,0.0000125746,0.001707674],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9478778,"threshold_uncertainty_score":0.9997089,"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."}}