{"id":"W4379383105","doi":"10.32920/23296244.v1","title":"A Mutation Framework for Evaluating Security Analysis tools in IoT Applications","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Advanced Malware Detection Techniques","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Computer science; Internet of Things; Context (archaeology); Taint checking; Set (abstract data type); Sensitivity (control systems); Domain (mathematical analysis); Security analysis; Process (computing); Path (computing); Computer security; Computer network; Engineering; Software; Operating system; Programming language; Mathematics","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":[0.0009663677,0.0001980321,0.0003554497,0.0008483911,0.00009836625,0.0003234417,0.000915455,0.0003246907,0.000009733169],"category_scores_gemma":[0.0007794815,0.0002212274,0.0002451522,0.002289504,0.00001953715,0.0002163288,0.000860567,0.0005250682,0.00001426604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002277621,"about_ca_system_score_gemma":0.0001152793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001035794,"about_ca_topic_score_gemma":0.0002423951,"domain_scores_codex":[0.9979275,0.00008624415,0.0005142875,0.0009259415,0.0003074059,0.0002386009],"domain_scores_gemma":[0.9971429,0.00103629,0.0003331428,0.001143574,0.0002957461,0.00004831691],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001174463,0.0001216058,0.0002593594,0.0003159793,0.0003403991,0.000004524808,0.001592581,0.1804781,0.0001009896,0.3711034,0.0001067087,0.4455647],"study_design_scores_gemma":[0.00003918797,0.00002044558,0.0003890781,0.00002814671,0.00004405874,3.682815e-7,0.00003267403,0.3956894,0.001124629,0.6023792,0.00009317796,0.0001596114],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0008091938,0.00002982597,0.9945179,0.000483113,0.0001381055,0.002047838,0.00002835702,0.001846088,0.00009964529],"genre_scores_gemma":[0.137596,0.00001242612,0.8547993,0.00009842419,0.00005368116,0.007293278,0.00006363405,0.00001760933,0.00006568876],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.4454051,"threshold_uncertainty_score":0.9021391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1128613673830964,"score_gpt":0.4396841619269415,"score_spread":0.3268227945438451,"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."}}