{"id":"W4416549433","doi":"10.1145/3719027.3765183","title":"W <scp>hisper</scp> T <scp>est</scp> : A Voice-Control-based Library for iOS UI Automation","year":2025,"lang":"en","type":"article","venue":"","topic":"Advanced Malware Detection Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Government of Canada","keywords":"Android (operating system); Scalability; Automation; Mobile apps; Context (archaeology); Audit; Mobile device; SAFER","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00181556,0.002713572,0.001050054,0.002196997,0.0008627656,0.002640469,0.002850947,0.001437736,0.05668414],"category_scores_gemma":[0.01059681,0.00157622,0.001485011,0.001000552,0.001356784,0.004092738,0.005026968,0.002483321,0.05159022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006602244,"about_ca_system_score_gemma":0.001299406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002510468,"about_ca_topic_score_gemma":0.003235265,"domain_scores_codex":[0.9978059,0.0002911274,0.0001821269,0.0003657114,0.001151889,0.0002032381],"domain_scores_gemma":[0.9945813,0.001806388,0.0004310818,0.001791941,0.001006865,0.0003824429],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001045558,0.0002214277,0.004475127,0.001001239,0.0001981849,0.001625643,0.001128438,0.004035244,0.04086909,0.01143898,0.5035726,0.4303883],"study_design_scores_gemma":[0.0002930885,0.000456563,0.00679995,0.0004290444,0.0001515272,0.002120167,0.0002494114,0.168657,0.1907587,0.02443661,0.6050476,0.0006002059],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.003213839,0.00021742,0.2917436,0.0002362657,0.0001779082,0.0003425704,0.004966934,0.6876677,0.01143379],"genre_scores_gemma":[0.1757138,0.0008586712,0.3519443,0.002008252,0.000472962,0.002074286,0.03352587,0.3325041,0.1008978],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.05668414,"threshold_uncertainty_score":0.1896273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006780269951501764,"score_gpt":0.2410971808555674,"score_spread":0.2343169109040656,"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."}}