{"id":"W4411053675","doi":"10.32996/jcsts.2025.7.5.62","title":"Proactive Cyber Threat Detection Using AI and Open-Source Intelligence","year":2025,"lang":"en","type":"article","venue":"Journal of Computer Science and Technology Studies","topic":"Advanced Malware Detection Techniques","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Open source; Computer security; Computer science; Psychology; Artificial intelligence; Operating system","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002247916,0.001117726,0.0006244736,0.006410521,0.0005694816,0.002874058,0.001317461,0.0009092417,0.001312498],"category_scores_gemma":[0.006683537,0.0003306126,0.0007766471,0.00251151,0.0005400229,0.005801421,0.00240548,0.001478139,0.00117154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008520729,"about_ca_system_score_gemma":0.0008144582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002928958,"about_ca_topic_score_gemma":0.003477076,"domain_scores_codex":[0.9973902,0.000560055,0.0001749459,0.0005762212,0.001107105,0.0001916109],"domain_scores_gemma":[0.994814,0.001825589,0.0007163657,0.001215047,0.001184107,0.0002448559],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005289813,0.001625247,0.04904377,0.0006289227,0.0004093657,0.0006619031,0.0006829936,0.03564085,0.02518424,0.008775388,0.02181567,0.8550026],"study_design_scores_gemma":[0.00005421341,0.0004386032,0.02796574,0.0001310156,0.0001239364,0.0003796312,0.0005600175,0.8867346,0.02833594,0.02700658,0.02814814,0.0001215272],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3691273,0.003715457,0.527433,0.002870794,0.0007072026,0.001202569,0.005175053,0.0481285,0.04164012],"genre_scores_gemma":[0.8132975,0.0006291676,0.1732678,0.0005072472,0.000151248,0.0002145822,0.007279287,0.0003217156,0.004331449],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006410521,"threshold_uncertainty_score":0.01188827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02840245804138374,"score_gpt":0.3490878814802514,"score_spread":0.3206854234388677,"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."}}