{"id":"W4409603176","doi":"10.61091/jcmcc127b-086","title":"Research on malware detection and defense system based on machine learning","year":2025,"lang":"en","type":"article","venue":"Journal of Combinatorial Mathematics and Combinatorial Computing","topic":"Advanced Malware Detection Techniques","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Malware; Computer science; Computer security; Artificial intelligence; Machine learning","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009067389,0.0006738391,0.0007208065,0.001403543,0.0004096008,0.001133929,0.0008442184,0.0007515323,0.0008796866],"category_scores_gemma":[0.001902627,0.0002340367,0.0006995015,0.0007936799,0.0008374837,0.001822083,0.0005647046,0.001254033,0.0003586487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001199952,"about_ca_system_score_gemma":0.001025382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001872551,"about_ca_topic_score_gemma":0.001584281,"domain_scores_codex":[0.9992,0.0001687024,0.0000402957,0.0002010977,0.0002999136,0.00008995926],"domain_scores_gemma":[0.9989985,0.0004670348,0.0001127898,0.0001458177,0.000237615,0.0000383689],"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":[0.00009981375,0.0003004535,0.006380704,0.0004034658,0.0002357722,0.0001606699,0.0002191049,0.2589413,0.04204068,0.05874678,0.002629306,0.6298419],"study_design_scores_gemma":[0.000004551515,0.0001258045,0.001161634,0.00003120292,0.00002715371,0.0001170351,0.00002429354,0.9607073,0.02059201,0.0130295,0.004157411,0.00002217881],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04604045,0.003069451,0.9426292,0.000717008,0.0001242857,0.00008328015,0.00005287311,0.00140244,0.005880932],"genre_scores_gemma":[0.7334255,0.002392164,0.2589428,0.0003485575,0.0001221072,0.00009307954,0.0001677742,0.00009063056,0.004417398],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001872551,"threshold_uncertainty_score":0.008706272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0193408009780441,"score_gpt":0.3033552014416555,"score_spread":0.2840144004636114,"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."}}