{"id":"W4410309964","doi":"10.18280/ijsse.150320","title":"Evaluating Students’ Vulnerability and Awareness to Phishing Attacks in Educational Institutions","year":2025,"lang":"en","type":"article","venue":"International Journal of Safety and Security Engineering","topic":"Spam and Phishing Detection","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Covenant University Centre for Research, Innovation and Discovery; Covenant University","keywords":"Vulnerability (computing); Phishing; Computer security; Medical emergency; Occupational safety and health; Injury prevention; Suicide prevention; Human factors and ergonomics; Poison control; Psychology; Internet privacy; Computer science; Medicine; The Internet; World Wide Web","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":[0.0009329806,0.00006994305,0.0001127007,0.0003253728,0.00007004132,0.0001874498,0.0003891975,0.00003509679,0.000002740751],"category_scores_gemma":[0.0005170059,0.00007278988,0.0000260399,0.0002198305,0.00001343496,0.0005935346,0.0001835677,0.0002208066,3.08776e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001485878,"about_ca_system_score_gemma":0.0001267015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005263472,"about_ca_topic_score_gemma":0.00003898122,"domain_scores_codex":[0.999134,0.00003199626,0.0003187366,0.0001343425,0.0002979593,0.00008297881],"domain_scores_gemma":[0.9993938,0.0002143933,0.00006440294,0.00007080225,0.0001999989,0.00005662503],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0002928592,0.0004767175,0.3040265,0.0001615871,0.0003285044,0.00004329606,0.0176218,0.3670599,0.004945211,0.2303255,0.00009063171,0.07462744],"study_design_scores_gemma":[0.001365952,0.00009696191,0.8057763,0.0007822794,0.00001429783,0.0001563742,0.0001039282,0.1767005,0.0004466189,0.01040145,0.003923119,0.0002322365],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8024458,0.000208498,0.1919153,0.003984314,0.001317356,0.00005141131,0.000001915468,0.000009875425,0.00006546401],"genre_scores_gemma":[0.9941387,0.00006319884,0.005531179,0.0001372313,0.0001174525,0.000002397084,8.104566e-7,0.000001878374,0.000007107698],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5017498,"threshold_uncertainty_score":0.2968285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03072995837744657,"score_gpt":0.3781394416960089,"score_spread":0.3474094833185624,"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."}}