{"id":"W2128413331","doi":"10.1145/2576757","title":"Risk Mitigation Decisions for IT Security","year":2014,"lang":"en","type":"article","venue":"ACM Transactions on Management Information Systems","topic":"Information and Cyber Security","field":"Computer Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Heuristics; Workflow; Risk analysis (engineering); Computer science; Risk management; Control (management); IT risk management; Information flow; Security controls; Reduction (mathematics); Set (abstract data type); Quality (philosophy); Risk assessment; Computer security; Business; Finance; Mathematics","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":[0.001113345,0.0001791293,0.0001654655,0.0004631203,0.0006322696,0.0006306087,0.0009132065,0.00009074358,0.00001622093],"category_scores_gemma":[0.00008884342,0.0001731092,0.0001383834,0.0004833854,0.00001992905,0.003947279,0.00002529002,0.0001514274,0.0007094722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009058023,"about_ca_system_score_gemma":0.00001664839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002368876,"about_ca_topic_score_gemma":0.000008363178,"domain_scores_codex":[0.9982171,0.0001004087,0.0007218033,0.0001822112,0.0005162691,0.0002622232],"domain_scores_gemma":[0.9979611,0.0002955988,0.0003397367,0.001047435,0.0002492833,0.0001068173],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002974906,0.00009415799,0.00001930102,0.0001882179,0.0001093814,1.739585e-7,0.005270516,0.02755908,7.284713e-7,0.6310549,0.01090686,0.324767],"study_design_scores_gemma":[0.001071427,0.00009952534,0.0002342818,0.00006180474,0.00002995345,0.000004127667,0.001119999,0.4139869,0.00007813727,0.008202513,0.5748526,0.0002587077],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0004027165,0.000004020443,0.9699098,0.0009783638,0.001177564,0.001058032,0.00004923502,0.0003332731,0.02608697],"genre_scores_gemma":[0.9683947,0.00007109132,0.02881143,0.00168189,0.00004441957,0.0005351175,0.00008433197,0.000007911478,0.0003690887],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.967992,"threshold_uncertainty_score":0.9119067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01315349258936683,"score_gpt":0.2410700926146391,"score_spread":0.2279166000252723,"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."}}