{"id":"W2887586243","doi":"10.1109/qrs-c.2018.00091","title":"An Analysis of Android Malware Behavior","year":2018,"lang":"en","type":"article","venue":"","topic":"Advanced Malware Detection Techniques","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University of Edmonton","funders":"","keywords":"Malware; Computer science; Android (operating system); Static analysis; Permission; Popularity; Computer security; Network packet; Phone; Traffic analysis; The Internet; Computer network; 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":[0.00009849231,0.00006576885,0.0001400679,0.0003506232,0.00004564603,0.00002616485,0.0005307092,0.00003697724,0.0001734951],"category_scores_gemma":[0.00001038172,0.00005905292,0.00006549559,0.001219077,0.00006137751,0.0004788032,0.00008673327,0.00003456694,0.000009714387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001728127,"about_ca_system_score_gemma":0.00001182541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005369454,"about_ca_topic_score_gemma":0.0001073668,"domain_scores_codex":[0.9993144,0.00002185001,0.0001550422,0.000249998,0.0001462854,0.0001124717],"domain_scores_gemma":[0.9989508,0.00001397831,0.00006780793,0.0007191265,0.0001935995,0.00005465611],"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":[0.00002982926,0.0008250102,0.08328258,0.00001452967,0.0003902685,0.00003310075,0.001438421,0.0001936065,0.178939,0.09539624,0.0007468331,0.6387106],"study_design_scores_gemma":[0.000102326,0.0007349214,0.09143642,0.000002851562,0.0001591458,0.00000770238,0.00004575941,0.06025735,0.8447622,0.001326088,0.0009366006,0.0002286108],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1197991,0.000003781752,0.8785593,0.00001833092,0.00004819785,0.00006236448,0.000002637343,0.0004689278,0.001037376],"genre_scores_gemma":[0.7673249,0.000001233469,0.2324548,0.00007014497,0.00001382362,0.00001143846,0.000001316258,0.000003028739,0.0001192902],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6658233,"threshold_uncertainty_score":0.2408108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01125836384965677,"score_gpt":0.3089154311154509,"score_spread":0.2976570672657942,"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."}}