{"id":"W4415368419","doi":"10.1109/icimia67127.2025.11200671","title":"Technical Insights into Systemic Vulnerabilities Behind Significant Cybersecurity Breaches","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":"Horizon College and Seminary","funders":"","keywords":"Cybercrime; Data breach; Insider threat; Critical infrastructure; Cyber threats; Insider; Malware; Ransomware; Phishing","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":[0.003019367,0.0008281372,0.0003072687,0.00430965,0.001010802,0.004214101,0.0006991612,0.001136565,0.003769922],"category_scores_gemma":[0.008152029,0.0004911089,0.0005671778,0.002036622,0.002463512,0.007950283,0.002120917,0.001822333,0.0009085746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001437944,"about_ca_system_score_gemma":0.001916467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008663929,"about_ca_topic_score_gemma":0.00106953,"domain_scores_codex":[0.998138,0.0004756997,0.000127647,0.0003031822,0.0007399859,0.0002155013],"domain_scores_gemma":[0.9927254,0.003332214,0.00144414,0.001205595,0.001153227,0.0001393706],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001006745,0.0003052699,0.1027185,0.000718252,0.0001389556,0.001824028,0.006089549,0.07041749,0.02105409,0.529929,0.004283542,0.2624208],"study_design_scores_gemma":[0.00001330222,0.0001824782,0.03914183,0.0005785462,0.0001190934,0.00283203,0.007060279,0.3056371,0.01783661,0.5968854,0.02959931,0.0001139687],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2787281,0.002122308,0.6437072,0.007486735,0.0001122218,0.0002433071,0.000531634,0.0006654977,0.06640308],"genre_scores_gemma":[0.9263805,0.001582324,0.06798417,0.0002165455,0.00004322266,0.00007304625,0.0003060616,0.00004341977,0.003370804],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00430965,"threshold_uncertainty_score":0.01596808,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01062155536400543,"score_gpt":0.2440774631983977,"score_spread":0.2334559078343922,"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."}}