{"id":"W4386875494","doi":"10.48550/arxiv.2309.09291","title":"OSmosis: No more Déjà vu in OS isolation","year":2023,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Security and Verification in Computing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Isolation (microbiology); Computer science; Abstraction; Attack surface; Distributed computing; Operating system; Embedded system; Resource (disambiguation); Software; Software engineering; Computer network","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":[0.000377223,0.0002302801,0.0002424671,0.0004175148,0.0001390896,0.0001507126,0.001757637,0.0002976063,0.00002149671],"category_scores_gemma":[0.00007801208,0.0003042322,0.0001340958,0.00105308,0.00005600108,0.0003690246,0.001567201,0.0006208174,0.000502843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000241363,"about_ca_system_score_gemma":0.0001617336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003047625,"about_ca_topic_score_gemma":0.00004803054,"domain_scores_codex":[0.9981105,0.0001364302,0.0002615784,0.001073916,0.0001085626,0.0003089533],"domain_scores_gemma":[0.9982255,0.0001648626,0.000240258,0.001110536,0.0001663965,0.00009251093],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003526415,0.0002083897,0.02700979,0.0002494465,0.0000872969,0.0003417517,0.003318103,0.6826401,0.00006355638,0.2815033,0.003258623,0.001284393],"study_design_scores_gemma":[0.000261183,0.00001647946,0.01334565,0.0001532206,0.00001159257,0.000001310117,0.00008876784,0.9595664,0.00003371305,0.02547766,0.0007140536,0.0003300351],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2012194,0.00004268969,0.7938547,0.0004655388,0.001690619,0.0003108675,0.00000701815,0.0006404074,0.001768789],"genre_scores_gemma":[0.9954925,0.00008798679,0.002937002,0.0001403535,0.0001276321,0.000001842565,0.00002070779,0.00001664359,0.001175397],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.794273,"threshold_uncertainty_score":0.999941,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1230205952717085,"score_gpt":0.2155823668570457,"score_spread":0.09256177158533714,"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."}}