{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001113457,0.001858489,0.0009918243,0.004767834,0.001012895,0.002104784,0.002245127,0.001907688,0.006536756],"category_scores_gemma":[0.007004134,0.0007733432,0.001517532,0.003300403,0.0005239479,0.002425615,0.002659612,0.001874939,0.01181906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008061677,"about_ca_system_score_gemma":0.002094147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01291901,"about_ca_topic_score_gemma":0.02828811,"domain_scores_codex":[0.998055,0.0001980707,0.0002229708,0.0006551904,0.0006537845,0.0002149912],"domain_scores_gemma":[0.9968441,0.0007160392,0.0003317743,0.00108849,0.0008035738,0.0002160771],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001010239,0.0003814607,0.03521706,0.003107677,0.0003910897,0.0005573341,0.0006833251,0.007264628,0.0062889,0.006157964,0.834735,0.1042054],"study_design_scores_gemma":[0.0002068673,0.0002507063,0.04176163,0.0005014939,0.0001720465,0.00113448,0.0004135453,0.02931504,0.01026351,0.007240338,0.9085222,0.0002182418],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.03048128,0.002141944,0.01524461,0.0005203425,0.0005441059,0.000398635,0.9019195,0.03893613,0.009813382],"genre_scores_gemma":[0.02814799,0.0005452525,0.01678694,0.0002772335,0.00006689208,0.0004793781,0.9485865,0.00169018,0.003419841],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01291901,"threshold_uncertainty_score":0,"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."}}