{"id":"W4321093054","doi":"10.1007/s10664-022-10267-7","title":"Vulnerability management in Linux distributions","year":2023,"lang":"en","type":"article","venue":"Empirical Software Engineering","topic":"Security and Verification in Computing","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Vulnerability (computing); Vulnerability management; Computer science; Revenue; Software; Computer security; Linux kernel; Secure coding; Open source; Upstream (networking); Vulnerability assessment; Operating system; Business; Software security assurance; Telecommunications; Accounting; Information security","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004204675,0.0002164995,0.0002242662,0.0027287,0.0008174715,0.001499686,0.0006790548,0.0005253632,0.002101588],"category_scores_gemma":[0.05417173,0.0001898444,0.0002586384,0.001708948,0.001371973,0.003737232,0.001435274,0.0009610819,0.000147706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002071032,"about_ca_system_score_gemma":0.001198011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007222889,"about_ca_topic_score_gemma":0.005225434,"domain_scores_codex":[0.9978262,0.000983488,0.0001075851,0.0003394077,0.0004101739,0.0003332351],"domain_scores_gemma":[0.9574487,0.02824914,0.006805312,0.003791587,0.00265835,0.001046978],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000478198,0.0003176288,0.7447213,0.00008620884,0.0001140249,0.0003349681,0.004108524,0.05801642,0.002181616,0.07729128,0.002354395,0.1099954],"study_design_scores_gemma":[0.00003917967,0.000282293,0.3936462,0.0001113879,0.0001092895,0.0008211107,0.006313544,0.4421867,0.004216496,0.1486637,0.003540167,0.00006996377],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915036,0.0001058824,0.006282714,0.0002998453,0.000003026281,0.00000905893,0.00005581362,0.00009633489,0.001643763],"genre_scores_gemma":[0.9993869,0.00001347422,0.0004203342,0.000004138737,0.000001438657,0.00000207333,0.00002178555,0.000006345377,0.0001434329],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007222889,"threshold_uncertainty_score":0.0222367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0376042829981332,"score_gpt":0.3087434703043971,"score_spread":0.271139187306264,"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."}}