{"id":"W4408804751","doi":"10.34190/iccws.20.1.3364","title":"Towards an Ontology-Driven Approach for Contextualized Cybersecurity Awareness","year":2025,"lang":"en","type":"article","venue":"International Conference on Cyber Warfare and Security","topic":"Information and Cyber Security","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Society of Intestinal Research","funders":"","keywords":"Ontology; Computer security; Computer science; Internet privacy; Data science; Epistemology","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":[0.0003970478,0.000282029,0.0003467012,0.0002400718,0.0003078136,0.0004692771,0.001249973,0.0002155123,0.00006570437],"category_scores_gemma":[0.0001002039,0.0002652643,0.0001216437,0.0001832466,0.0001415592,0.001002619,0.0002847758,0.0002908826,0.000008548347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009069093,"about_ca_system_score_gemma":0.0003124118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003279506,"about_ca_topic_score_gemma":0.0003417914,"domain_scores_codex":[0.998118,0.0001212628,0.0004408281,0.0006255266,0.0003660363,0.0003282797],"domain_scores_gemma":[0.9983659,0.00008300481,0.0001528998,0.0005010041,0.0007451561,0.0001519691],"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":[0.00008901775,0.0002221623,0.0003712581,0.00003029084,0.00006464987,0.000002317076,0.003955331,0.00001105107,0.00001955124,0.9843232,0.0008991315,0.01001205],"study_design_scores_gemma":[0.003303305,0.0002576147,0.00348491,0.00008190003,0.00002830005,0.00002156433,0.001527394,0.7210608,0.0007350018,0.2363458,0.0324728,0.0006806193],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07164096,0.0001047322,0.641634,0.008484041,0.002019693,0.00107598,0.0002993446,0.0004659963,0.2742753],"genre_scores_gemma":[0.9892135,0.00005467917,0.006902656,0.003100447,0.00006691906,0.000137856,0.000219165,0.000007195114,0.0002975435],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9175726,"threshold_uncertainty_score":0.99998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04583068803628259,"score_gpt":0.3317571722932403,"score_spread":0.2859264842569577,"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."}}