{"id":"W4401191784","doi":"10.9734/jerr/2024/v26i81237","title":"Overcoming Remote Workforce Cyber Threats: A Comprehensive Ransomware and Bot Net Defense Strategy Utilizing VPN Networks","year":2024,"lang":"en","type":"article","venue":"Journal of Engineering Research and Reports","topic":"Network Security and Intrusion Detection","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centennial College","funders":"","keywords":"Ransomware; Computer security; Workforce; Computer science; Business; Malware; Law; Political science","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":[0.001179183,0.0005982777,0.0003803696,0.0006239503,0.0004922476,0.0009389763,0.0006838985,0.000728795,0.001259273],"category_scores_gemma":[0.001506557,0.0001656248,0.000390417,0.0002093684,0.0003878958,0.001316647,0.001061194,0.0005016149,0.0002334519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008388843,"about_ca_system_score_gemma":0.001375393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002279104,"about_ca_topic_score_gemma":0.003157029,"domain_scores_codex":[0.999345,0.0002517557,0.00001603588,0.00007203037,0.0001461805,0.0001689683],"domain_scores_gemma":[0.9993078,0.0002753998,0.0001428491,0.00006696779,0.0001224041,0.0000845467],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007008647,0.001155912,0.02665237,0.0004135899,0.0001816325,0.0007436804,0.0009218766,0.4987322,0.04433058,0.021193,0.002373449,0.4026008],"study_design_scores_gemma":[0.00004904095,0.003540506,0.008457757,0.0001009752,0.00009909945,0.0003294745,0.001472628,0.9602907,0.01321191,0.005802895,0.006593793,0.00005126475],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.7463502,0.0005928439,0.2286686,0.0007983792,0.00008258128,0.0004038122,0.00006403944,0.000375546,0.02266395],"genre_scores_gemma":[0.9722611,0.0001692735,0.02539725,0.00009711378,0.000008273325,0.00005814595,0.00002574724,0.0000126074,0.001970549],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.002279104,"threshold_uncertainty_score":0.006236196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04675790438458096,"score_gpt":0.312821643553485,"score_spread":0.2660637391689041,"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."}}