{"id":"W4408216059","doi":"10.56553/popets-2025-0084","title":"Why Am I Seeing Double? An Investigation of Device Management Flaws in Voice Assistant Platforms","year":2025,"lang":"en","type":"article","venue":"Proceedings on Privacy Enhancing Technologies","topic":"AI in Service Interactions","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"National Science Foundation","keywords":"Computer science; 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":[0.0005096015,0.0002448666,0.0002809622,0.001118102,0.0001484794,0.0002061342,0.00227002,0.0001835816,0.000001310839],"category_scores_gemma":[0.0001883032,0.0002312607,0.00004733857,0.00225833,0.00009006008,0.001969045,0.001266267,0.0004470277,0.000009444994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003305596,"about_ca_system_score_gemma":0.00004523135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008744439,"about_ca_topic_score_gemma":0.0001140363,"domain_scores_codex":[0.9980217,0.000005072774,0.0006014915,0.0006519749,0.0003405732,0.000379144],"domain_scores_gemma":[0.9987036,0.00009796109,0.0003303752,0.0006040279,0.0002328187,0.00003121109],"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":[0.000118255,0.0002995525,0.02589758,0.001431696,0.0001187364,0.00001495625,0.006446397,0.0002006902,0.1176438,0.798433,0.00137138,0.04802395],"study_design_scores_gemma":[0.0005854603,0.0001764514,0.005781683,0.001687853,0.00002015601,0.00000534942,0.006164278,0.01096086,0.8461794,0.1262492,0.001824315,0.0003650457],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.953975,0.00006078459,0.03497577,0.00507736,0.0002351106,0.0004981939,5.702966e-7,0.001955783,0.003221494],"genre_scores_gemma":[0.9088414,0.00003759201,0.0903643,0.0005420549,0.000007075417,0.0001468322,0.000001261712,0.00001228522,0.00004720156],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7285356,"threshold_uncertainty_score":0.9430536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02299100270099411,"score_gpt":0.2849567017859421,"score_spread":0.261965699084948,"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."}}