{"id":"W4396582862","doi":"10.22214/ijraset.2024.61086","title":"Real Time Threat Intelligence System for Malware Detection","year":2024,"lang":"en","type":"article","venue":"International Journal for Research in Applied Science and Engineering Technology","topic":"Advanced Malware Detection Techniques","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"","keywords":"Malware; Computer science; Computer security; Artificial intelligence","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":[0.002748195,0.0001018452,0.000112531,0.002935031,0.0002331276,0.0005036561,0.001429884,0.0001039382,7.530953e-7],"category_scores_gemma":[0.0002924473,0.00009543221,0.00003093736,0.00162386,0.0002101823,0.0004939254,0.000335218,0.0004507473,0.000006535135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008333019,"about_ca_system_score_gemma":0.0001642038,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004911838,"about_ca_topic_score_gemma":0.000001674885,"domain_scores_codex":[0.9982805,0.000006749635,0.0002475196,0.0004267842,0.0005882485,0.000450222],"domain_scores_gemma":[0.9988687,0.000258558,0.00003109858,0.0001839781,0.0005787879,0.0000788977],"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":[0.00002021743,0.00000820903,0.000001886092,0.00005144652,0.000009742392,0.00002673975,0.00005594296,0.000666216,0.2590387,0.3483738,0.00003584609,0.3917112],"study_design_scores_gemma":[0.0001244788,0.0001951595,0.00001045546,0.000197495,0.000001319761,0.0006348562,0.0001191192,0.6248249,0.2713089,0.09600137,0.006437393,0.0001445218],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004750227,0.00009193981,0.9917901,0.001120729,0.0009240577,0.0004046473,0.000003784679,0.0007156343,0.0001989334],"genre_scores_gemma":[0.8933551,0.0001113253,0.1060146,0.000004657337,0.0001214318,0.0003496028,4.242565e-7,0.00001292575,0.00002994675],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8886049,"threshold_uncertainty_score":0.4856768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03734443718575099,"score_gpt":0.3808575952432399,"score_spread":0.3435131580574889,"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."}}