{"id":"W4206901069","doi":"10.36227/techrxiv.17425457","title":"Holistic Security and Risk Intelligence: Are Current Risk Management Methods Leading to Breach?","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Information and Cyber Security","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Menzies Centre for Australian Studies, King's College London, University of London; Iran University of Science and Technology; Queen's University; Coventry University; Queen's University Belfast; Kingston University; Robert Gordon University; Birmingham City University","keywords":"Risk management; Risk analysis (engineering); Security management; Order (exchange); Holistic management; Business; Computer science; Computer security; Finance","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01421316,0.001333583,0.001390827,0.002021521,0.002324538,0.0157502,0.001733222,0.003810729,0.007272021],"category_scores_gemma":[0.01901378,0.0004853737,0.0008976229,0.001635217,0.01398247,0.02134633,0.006070371,0.007225279,0.001883685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003172474,"about_ca_system_score_gemma":0.005586751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001265854,"about_ca_topic_score_gemma":0.001726961,"domain_scores_codex":[0.9920471,0.002980285,0.0003443415,0.0008705707,0.00319589,0.0005617896],"domain_scores_gemma":[0.9836234,0.006858096,0.002886769,0.002246945,0.003283063,0.001101675],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006019964,0.0001352557,0.003347959,0.0006932383,0.0001449415,0.0001269838,0.002550183,0.00576243,0.00081796,0.6426715,0.01703638,0.326653],"study_design_scores_gemma":[0.00001061338,0.0000639161,0.001661306,0.0007645063,0.00002772284,0.0001640374,0.003041997,0.00475881,0.0004575052,0.9528297,0.03615676,0.0000630604],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.04029579,0.09889137,0.334543,0.3894186,0.003312866,0.0001389888,0.0001725953,0.0006770197,0.1325498],"genre_scores_gemma":[0.7934161,0.08290956,0.0847479,0.01724023,0.003298132,0.0002589632,0.0001581702,0.000215594,0.01775541],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0157502,"threshold_uncertainty_score":0.0751673,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04725809623315879,"score_gpt":0.3697936864676313,"score_spread":0.3225355902344725,"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."}}