{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001121163,0.0001386676,0.0002361233,0.0003350942,0.0001739785,0.0005926998,0.00013434,0.0001096904,0.000004693475],"category_scores_gemma":[0.0000838168,0.0001115993,0.00006975365,0.0005331175,0.00005962128,0.000609155,0.0001670793,0.0009853046,4.315619e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005205743,"about_ca_system_score_gemma":0.00007435366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002030762,"about_ca_topic_score_gemma":0.000003624553,"domain_scores_codex":[0.998373,0.00005820197,0.0004467519,0.0002726547,0.0004601531,0.0003891781],"domain_scores_gemma":[0.9988199,0.0003768599,0.0000922704,0.0002095106,0.0002556655,0.0002457839],"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":[0.0001955799,0.00008326828,0.0007435476,0.0007509706,0.0004244795,0.02984593,0.002332828,0.2349945,0.007688618,0.009405837,0.00460125,0.7089332],"study_design_scores_gemma":[0.0002587918,0.0005193925,0.001250541,0.001910805,0.00001490827,0.01592131,0.0001139193,0.9560561,0.0003789314,0.005711837,0.01762873,0.0002347623],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.604117,0.1018433,0.2911726,0.0004415102,0.001633961,0.0002308121,5.493832e-7,0.0001273664,0.0004329299],"genre_scores_gemma":[0.9901303,0.005680967,0.003598218,0.00001764508,0.0004411839,9.293978e-7,4.004207e-7,0.0000156041,0.0001147324],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7210616,"threshold_uncertainty_score":0.5715418,"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."}}