{"id":"W4312290801","doi":"10.1145/3524842.3528502","title":"TwinDroid","year":2022,"lang":"en","type":"article","venue":"","topic":"Advanced Malware Detection Techniques","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Computer science; Android (operating system); Malware; Android malware; Pace; Pipeline (software); Android app; Computer security; 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":[0.00008053057,0.00002925084,0.00002966132,0.00005233659,0.0001367245,0.00001607659,0.0004554254,0.000004625313,0.0002863012],"category_scores_gemma":[0.000005972059,0.0000302351,0.00001748123,0.0002447819,0.000005036937,0.0001665724,0.0004970354,0.00007499565,0.00002439822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003736308,"about_ca_system_score_gemma":0.00001136212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000471577,"about_ca_topic_score_gemma":4.670693e-7,"domain_scores_codex":[0.9995916,0.0000190687,0.00005079361,0.0001309734,0.0001290941,0.00007851025],"domain_scores_gemma":[0.9996756,0.00001334771,0.00001629151,0.0002653388,0.00001040248,0.0000190584],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002497089,0.00005354829,0.00007713721,0.000001537365,0.000003816237,0.0000342779,0.0001939564,0.0005305674,0.00552287,0.7164429,0.01911845,0.2580184],"study_design_scores_gemma":[0.0001123584,0.0002130484,0.0001726703,3.685962e-7,4.971866e-7,0.0001637174,0.00004490266,0.01120299,0.0904147,0.1066829,0.7908055,0.0001863444],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0004560426,0.00001086943,0.9753549,0.0004448927,0.0001450404,0.00004473777,2.751405e-7,0.001136245,0.02240697],"genre_scores_gemma":[0.7086003,7.851347e-7,0.2862461,0.001426204,0.00001124093,0.00007383876,2.236657e-7,0.000003748943,0.003637643],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7716871,"threshold_uncertainty_score":0.3134797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006052014187444256,"score_gpt":0.2155732878683796,"score_spread":0.2095212736809354,"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."}}