{"id":"W4391111772","doi":"10.1007/978-3-031-48865-8_8","title":"Conclusion","year":2024,"lang":"en","type":"book-chapter","venue":"Progress in IS","topic":"Advanced Malware Detection Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"MacEwan University; York University","funders":"","keywords":"Android (operating system); Computer security; Computer science; 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":[0.0001069811,0.0002241296,0.000216926,0.0003073574,0.00003633117,0.0001009073,0.0006992529,0.0002528888,0.0000887912],"category_scores_gemma":[0.000004527885,0.0002182037,0.00008359091,0.00008145696,0.00008780127,0.000177697,0.000977524,0.00046891,0.0003117063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001331523,"about_ca_system_score_gemma":0.00003496137,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001353376,"about_ca_topic_score_gemma":0.000002934938,"domain_scores_codex":[0.9987278,0.000004912624,0.0002462005,0.0005659418,0.0002785228,0.000176618],"domain_scores_gemma":[0.9991871,0.00002735308,0.00009841593,0.0005873831,0.00005738077,0.00004235627],"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":[0.000001716803,0.000004788064,0.000007409928,0.00006016971,0.000007430222,0.0001506736,0.0001506728,1.865841e-7,0.000001582431,0.5609288,0.001827439,0.4368592],"study_design_scores_gemma":[0.00003684507,0.00004488955,0.000001781353,0.000339881,0.000003226652,0.00001829911,5.059925e-7,0.0005235857,0.001176482,0.444223,0.5534324,0.0001990375],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00000305851,0.02096507,0.1258441,0.001588371,0.001506608,0.0006796481,0.00001702988,0.002749838,0.8466462],"genre_scores_gemma":[0.004651518,0.001008847,0.1190405,0.0006675062,0.0002763868,0.000193737,0.000006718818,0.000123427,0.8740314],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.551605,"threshold_uncertainty_score":0.889809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01495331779247164,"score_gpt":0.2900459557550397,"score_spread":0.2750926379625681,"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."}}