{"id":"W3188214630","doi":"","title":"A Large Scale Study of User Behavior, Expectations and Engagement with Android Permissions","year":2021,"lang":"en","type":"article","venue":"USENIX Security Symposium","topic":"Privacy, Security, and Data Protection","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Android (operating system); Human–computer interaction; Scale (ratio); User engagement; World Wide Web; Operating system; Physics","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":[0.000436749,0.0001340374,0.0002076295,0.00009132633,0.001007297,0.0001174919,0.0002095726,0.00008689006,0.000143267],"category_scores_gemma":[0.0001515002,0.0001282427,0.00004059875,0.0004088104,0.0001311281,0.0003893014,0.0002958881,0.0002221482,0.000005234616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005036865,"about_ca_system_score_gemma":0.0001863037,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001308974,"about_ca_topic_score_gemma":0.02222771,"domain_scores_codex":[0.9980879,0.0005209501,0.0002333582,0.0003860743,0.000480515,0.0002911813],"domain_scores_gemma":[0.9989763,0.00008711374,0.00009777706,0.0004324121,0.0002258868,0.0001804898],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006015909,0.005408409,0.09075078,0.00005167841,0.00007088949,0.00009172963,0.8943001,0.000001384871,0.00411208,0.003995097,0.001016621,0.0001410416],"study_design_scores_gemma":[0.003582889,0.0007412533,0.03356484,0.00007519755,0.0003688129,0.00003267029,0.9215837,0.00007093634,0.003759746,0.0009598017,0.03469641,0.0005637371],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957149,0.0001672858,0.0001012007,0.0009517891,0.000153494,0.0007780669,0.00008609911,0.00007604855,0.001971094],"genre_scores_gemma":[0.9990589,0.0001173621,0.000295962,0.00003267438,0.00009240669,0.0001160327,0.00003088378,0.00001341919,0.0002423483],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05718594,"threshold_uncertainty_score":0.9956141,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0216595795391264,"score_gpt":0.3069331301144179,"score_spread":0.2852735505752915,"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."}}