{"id":"W4394596928","doi":"10.1109/csce60160.2023.00085","title":"Graph-Oriented Modelling of Process Event Activity for the Detection of Malware","year":2023,"lang":"en","type":"article","venue":"","topic":"Advanced Malware Detection Techniques","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Computer science; Malware; Process (computing); Graph; Event (particle physics); Programming language; Theoretical computer science; Artificial intelligence; Operating system","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002328379,0.00007436235,0.0001109019,0.0001492537,0.00008915876,0.000007161924,0.0003175306,0.0000388075,0.000001247594],"category_scores_gemma":[0.00004488898,0.00005419876,0.0000846206,0.0009926119,0.00003319551,0.0002822268,0.00007943455,0.00006245722,6.18295e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001602821,"about_ca_system_score_gemma":0.00002108019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003178517,"about_ca_topic_score_gemma":0.0000133071,"domain_scores_codex":[0.9992903,0.000017845,0.0001748713,0.0001980081,0.0001866023,0.0001323046],"domain_scores_gemma":[0.9990633,0.0001777676,0.0001551768,0.0003291905,0.0002556982,0.00001888682],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001773137,0.0001669541,0.00009971294,0.000468805,0.00007690979,8.754124e-7,0.001248588,0.3837333,0.1192407,0.01498634,0.00006681865,0.4797337],"study_design_scores_gemma":[0.00005911336,0.00007710062,0.00006714149,0.000008754726,0.000002773116,7.365979e-7,0.00004490976,0.4598372,0.5313148,0.008471146,0.00007921387,0.00003708054],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03372675,0.0000143834,0.9651085,0.0000850947,0.0001292697,0.0004204237,0.000003644761,0.00048409,0.00002782552],"genre_scores_gemma":[0.9779953,0.00002027425,0.02174651,0.000008005209,0.00001000538,0.0001456629,3.925239e-7,0.0000070346,0.00006681765],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9442685,"threshold_uncertainty_score":0.2210161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03350814222797057,"score_gpt":0.299098239085457,"score_spread":0.2655900968574865,"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."}}