{"id":"W4407506754","doi":"10.1109/tdsc.2025.3541728","title":"MultiFile View: File-View-Based Isolation in a Single-User Environment to Protect User Data Files","year":2025,"lang":"en","type":"article","venue":"IEEE Transactions on Dependable and Secure Computing","topic":"Advanced Malware Detection Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nexen (Canada)","funders":"","keywords":"Computer science; Isolation (microbiology); Operating system; Database","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003161155,0.0002461103,0.0002573924,0.0004320438,0.0003163598,0.0001532073,0.0006362635,0.0001190617,0.00009760876],"category_scores_gemma":[0.0000260344,0.0002566528,0.00004818211,0.0006588764,0.00002956216,0.0005211583,0.00004508982,0.0003707047,0.00002159184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001371293,"about_ca_system_score_gemma":0.00005725757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007664253,"about_ca_topic_score_gemma":0.0002178312,"domain_scores_codex":[0.9980775,0.0001273094,0.0004027724,0.0008466395,0.0002152684,0.0003304705],"domain_scores_gemma":[0.9985515,0.0003197366,0.00009319447,0.000911364,0.00004167325,0.0000825094],"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":[0.00007561006,0.0005564374,0.00003642726,0.0001770476,0.00003909243,0.00002817294,0.0005522789,0.291844,0.009829383,0.0001437145,0.002538719,0.6941792],"study_design_scores_gemma":[0.0006341006,0.0002100478,0.0001709703,0.0005346379,0.0000144557,0.000009125195,0.00004381811,0.8398752,0.09048235,0.0002083302,0.06738976,0.0004272602],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002575546,0.0001001539,0.9952056,0.0004806376,0.0002227205,0.0008706466,0.0001119635,0.0003702766,0.00006249019],"genre_scores_gemma":[0.6837091,0.00002180122,0.315177,0.0006077986,0.00002151192,0.000131308,0.00002556476,0.00002183634,0.0002840942],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6937519,"threshold_uncertainty_score":0.9999886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02059442281346258,"score_gpt":0.2621174401085737,"score_spread":0.2415230172951111,"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."}}