{"id":"W4402071545","doi":"10.18280/ijsse.140410","title":"Assessing Cybersecurity Awareness Among Vocational Students in Office Administration","year":2024,"lang":"en","type":"article","venue":"International Journal of Safety and Security Engineering","topic":"Information and Cyber Security","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Administration (probate law); Computer security; Vocational education; Engineering; Business; Medical emergency; Computer science; Psychology; Political science; Medicine; Pedagogy; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000812566,0.0001125937,0.0001413269,0.0003661714,0.00004078454,0.0008470677,0.000577882,0.0000670216,0.00001105371],"category_scores_gemma":[0.00008088123,0.000112606,0.00006476133,0.0002285404,0.00002183069,0.003594663,0.0001201775,0.0003482164,0.000003263916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001398677,"about_ca_system_score_gemma":0.0001675367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002178411,"about_ca_topic_score_gemma":0.00002895395,"domain_scores_codex":[0.9985123,0.0000295074,0.0005569109,0.0001356084,0.0006394644,0.0001261543],"domain_scores_gemma":[0.9993619,0.0001276904,0.0001240417,0.00008018078,0.0002274813,0.00007866787],"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":[0.0002361502,0.0006291892,0.03384523,0.0004259605,0.0005789187,0.001513037,0.03744,0.01615931,0.0004413441,0.8550833,0.0002334115,0.0534141],"study_design_scores_gemma":[0.001127854,0.00007765381,0.3999644,0.001030879,0.00001641547,0.0008237247,0.0004998732,0.5816622,0.0006305892,0.003011522,0.01073494,0.0004200264],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7346199,0.000494475,0.2607497,0.001057066,0.00235919,0.0000704149,0.000006520698,0.00006195935,0.0005807739],"genre_scores_gemma":[0.9981492,0.0001471322,0.001439318,0.0000663794,0.0001778436,0.000001354771,0.000007711646,0.000005070228,0.000005978853],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8520718,"threshold_uncertainty_score":0.8168293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00930009601267258,"score_gpt":0.2880230786389119,"score_spread":0.2787229826262393,"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."}}