{"id":"W2542528723","doi":"10.1109/water.2013.6707879","title":"Sample creation not considered harmful","year":2013,"lang":"en","type":"article","venue":"","topic":"Advanced Malware Detection Techniques","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Malware; Computer science; Sample (material); Computer security; Malware analysis; Commodity; Data science; Business","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":[0.003101252,0.0009899329,0.001008245,0.001568945,0.00175967,0.002907029,0.001306761,0.001745415,0.03354751],"category_scores_gemma":[0.02894618,0.0005323901,0.001001586,0.001029007,0.0015176,0.003086951,0.003126337,0.001823438,0.01294656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009727705,"about_ca_system_score_gemma":0.00156042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006838242,"about_ca_topic_score_gemma":0.001285115,"domain_scores_codex":[0.9917541,0.001202805,0.0003739875,0.001418193,0.004362348,0.0008886316],"domain_scores_gemma":[0.9786339,0.006662338,0.0009348163,0.008445278,0.00434636,0.0009773098],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00399291,0.001341039,0.02977828,0.001546905,0.0002225684,0.003049842,0.002752535,0.006828596,0.07950778,0.08428454,0.1828253,0.6038697],"study_design_scores_gemma":[0.0004159126,0.001482717,0.0139262,0.0006465827,0.0004192746,0.003963955,0.001298517,0.04383917,0.2090472,0.09184585,0.6328658,0.0002488449],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.3552017,0.001743625,0.3438137,0.007650924,0.01201117,0.003408924,0.01870247,0.03455834,0.2229092],"genre_scores_gemma":[0.6936831,0.0006520475,0.14914,0.003956226,0.001044705,0.002445128,0.01586319,0.01186044,0.1213552],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03354751,"threshold_uncertainty_score":0.1122276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01730254285911962,"score_gpt":0.2604718939261166,"score_spread":0.243169351066997,"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."}}