{"id":"W4402322793","doi":"10.5539/cis.v17n2p28","title":"Proactively Defending Enterprise Computer Systems Against Threats and Vulnerabilities","year":2024,"lang":"en","type":"article","venue":"Computer and Information Science","topic":"Information and Cyber Security","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Computer security; Secure coding; Information security; Software security assurance; Security service","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.0008406479,0.0001553041,0.0001408628,0.0004806435,0.0004512593,0.004239705,0.0004757219,0.00004147655,0.000001682361],"category_scores_gemma":[0.000008806124,0.0001256395,0.00002948535,0.0006420486,0.0002734795,0.02283032,0.0005332633,0.0001471721,0.0000459558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006455282,"about_ca_system_score_gemma":0.0001282739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006998358,"about_ca_topic_score_gemma":2.386547e-7,"domain_scores_codex":[0.9986138,0.00002954842,0.0003755484,0.0002675951,0.0004320673,0.0002814261],"domain_scores_gemma":[0.9992567,0.00007889502,0.00007522673,0.0002507601,0.0001807752,0.0001576023],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000002104934,0.00000794624,0.0001644467,0.0001805413,0.000008006848,0.000001816263,0.02074357,0.000448863,0.00001228939,0.4902494,0.0006326569,0.4875484],"study_design_scores_gemma":[0.0001391971,0.00005427636,0.003178709,0.00009866832,0.000001895347,0.00008642553,0.0001663825,0.9765337,0.00007333788,0.0003713831,0.01911601,0.0001799996],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03546209,0.000425469,0.9539812,0.0002612037,0.002155404,0.0002597765,0.000005432611,0.0003300892,0.007119298],"genre_scores_gemma":[0.9823384,0.0001873616,0.01635093,0.0009360423,0.0001399193,0.00001630124,0.000004780071,0.000003017619,0.0000232785],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9760848,"threshold_uncertainty_score":0.996794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0149902381888944,"score_gpt":0.2468351612202969,"score_spread":0.2318449230314025,"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."}}