{"id":"W2887445881","doi":"10.1145/3230833.3230870","title":"ToGather","year":2018,"lang":"en","type":"article","venue":"","topic":"Advanced Malware Detection Techniques","field":"Computer Science","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Malware; Android (operating system); Computer science; Android malware; Popularity; The Internet; Computer security; Mobile malware; World Wide Web; 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":[0.00003845575,0.00002883793,0.00002421358,0.00002800424,0.00003531571,0.00002136547,0.000257742,0.00001392772,0.0001436535],"category_scores_gemma":[0.000009751694,0.00002372729,0.00001080175,0.0001298195,0.0000240231,0.0002235491,0.00008802186,0.00002023037,0.0004097249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008108403,"about_ca_system_score_gemma":0.000005121822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003953556,"about_ca_topic_score_gemma":0.000003809655,"domain_scores_codex":[0.9997225,0.000005085545,0.00003907127,0.0001093315,0.00005223301,0.00007171846],"domain_scores_gemma":[0.9996595,0.000007554207,0.0000106705,0.0002587402,0.00004341264,0.00002014913],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000001151608,0.00001422154,0.00004983228,7.545454e-7,0.000002242397,0.000002243007,0.0001409484,2.750087e-7,0.007741963,0.5806465,0.01124774,0.4001521],"study_design_scores_gemma":[0.00004574006,0.0001312209,0.0001851657,0.000001559429,2.508648e-7,0.00001138512,0.000003914336,0.002152942,0.6373674,0.08167605,0.2783369,0.00008745805],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0003756456,0.000002472538,0.8992887,0.0002244521,0.0001093223,0.00002545182,3.053907e-8,0.001005712,0.09896819],"genre_scores_gemma":[0.408205,7.037502e-7,0.5870803,0.000786876,0.00006056656,0.000004482586,1.817536e-8,0.000002433559,0.003859626],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.6296255,"threshold_uncertainty_score":0.5266321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008180879777317731,"score_gpt":0.2578864223420152,"score_spread":0.2497055425646975,"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."}}