{"id":"W3014147095","doi":"10.1109/saner48275.2020.9054853","title":"A Mutation Framework for Evaluating Security Analysis Tools in IoT Applications","year":2020,"lang":"en","type":"article","venue":"","topic":"Advanced Malware Detection Techniques","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Computer science; Taint checking; Sensitivity (control systems); Set (abstract data type); Internet of Things; Domain (mathematical analysis); Flow (mathematics); Process (computing); Security analysis; Mutation testing; Data mining; Mutation; Embedded system; Programming language; Software; Computer security; Engineering","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":[0.0002245554,0.00006788209,0.0001263124,0.0001332215,0.00006217242,0.0000997297,0.0003082905,0.00005243918,0.00001458791],"category_scores_gemma":[0.0004499288,0.00007134502,0.00007302953,0.002046115,0.000009496021,0.000322953,0.00007424851,0.0001035343,0.000006634293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004321785,"about_ca_system_score_gemma":0.0000247998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000892825,"about_ca_topic_score_gemma":0.00001883879,"domain_scores_codex":[0.9991625,0.00003361381,0.0002126707,0.0003327238,0.0001386719,0.000119847],"domain_scores_gemma":[0.9991592,0.00034403,0.00008517371,0.0002554347,0.000107436,0.00004871578],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001263029,0.00005366336,0.0003096642,0.00003629784,0.00005955277,0.000001335112,0.002067902,0.01258358,0.0011005,0.4732724,0.0000501941,0.5104523],"study_design_scores_gemma":[0.00008684833,0.00007887192,0.0003088244,0.000003220301,0.00002000337,4.533651e-7,0.00007365427,0.7111384,0.01071095,0.2769372,0.0005376617,0.0001038871],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001716601,0.00001536039,0.9955143,0.001424317,0.00001137318,0.0006329042,0.000003013758,0.0005239724,0.0001581934],"genre_scores_gemma":[0.4361795,9.492664e-7,0.5627982,0.0005129781,0.00001655275,0.0004832405,0.000002895708,0.000002716301,0.000002966216],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.6985548,"threshold_uncertainty_score":0.2909366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07052393326441929,"score_gpt":0.3956834467523115,"score_spread":0.3251595134878922,"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."}}