{"id":"W4412780265","doi":"10.1007/s00521-025-11490-1","title":"Two-stage APT malware propagation model in computer networks","year":2025,"lang":"en","type":"article","venue":"Neural Computing and Applications","topic":"Network Security and Intrusion Detection","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Computational Science and Engineering; Malware; Computer science; Stage (stratigraphy); Artificial intelligence; Machine learning; Computer security; Geology","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":[0.001171446,0.0009503044,0.001242485,0.001082702,0.0007943583,0.001267624,0.002758913,0.002665316,0.004151188],"category_scores_gemma":[0.003114844,0.0006737852,0.001010824,0.0008749923,0.00119578,0.003307872,0.001129988,0.00187715,0.0008101399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001243093,"about_ca_system_score_gemma":0.0009357272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01075265,"about_ca_topic_score_gemma":0.007347284,"domain_scores_codex":[0.9994578,0.0001519838,0.0000213286,0.0001569416,0.00009507922,0.0001169288],"domain_scores_gemma":[0.9984511,0.0008530346,0.0001458824,0.0001178902,0.0003342241,0.00009775771],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00017056,0.0000739053,0.001882806,0.0001153006,0.00005985992,0.0003071035,0.0001705409,0.9104747,0.001905162,0.06675676,0.001792591,0.01629073],"study_design_scores_gemma":[0.000003969109,0.00001336221,0.0001027512,0.000002881902,0.00001106103,0.00003076782,0.000003935702,0.994612,0.0001092499,0.004972483,0.0001322042,0.000005393264],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1712343,0.001496395,0.806747,0.001803202,0.0003077227,0.0001216295,0.0004963767,0.0009407917,0.01685257],"genre_scores_gemma":[0.9487082,0.0007362264,0.02033662,0.0001629164,0.0001279018,0.0001156948,0.0001810732,0.00008665412,0.02954468],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01075265,"threshold_uncertainty_score":0.02138013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01237690927385346,"score_gpt":0.2635852674231668,"score_spread":0.2512083581493133,"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."}}