{"id":"W4413947449","doi":"10.32628/cseit25113577","title":"Ethical Challenges in AI-Driven Cybersecurity Decision-Making","year":2024,"lang":"en","type":"article","venue":"International Journal of Scientific Research in Computer Science Engineering and Information Technology","topic":"Ethics and Social Impacts of AI","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"JDA Software (Canada); Alberta Energy","funders":"","keywords":"Ethical decision; Computer security; Political science; Engineering ethics; Computer science; Engineering","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.01557061,0.00005439004,0.0001027539,0.005317552,0.0002268828,0.001684676,0.0009785991,0.0002009826,0.0000058427],"category_scores_gemma":[0.003021265,0.00005002939,0.00002676117,0.002191284,0.001297629,0.004079902,0.0002602233,0.001526073,0.000006480287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003773588,"about_ca_system_score_gemma":0.0008026228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003437863,"about_ca_topic_score_gemma":0.00007605233,"domain_scores_codex":[0.9974318,0.00005930781,0.0003995513,0.0001463319,0.001639132,0.000323857],"domain_scores_gemma":[0.9977366,0.0006229791,0.00005455589,0.0000880158,0.001408764,0.000089074],"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":[0.000005329082,0.00001501636,0.0001958918,0.00001268036,0.000005026411,0.00004425023,0.01427494,0.002826716,0.00005946138,0.5626987,0.0001137033,0.4197483],"study_design_scores_gemma":[0.0004612744,0.0001974712,0.004132395,0.003114442,0.00000174541,0.0001203628,0.005514804,0.5447553,0.0001756497,0.3189646,0.1222913,0.000270665],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7348107,0.001298815,0.05759773,0.1936001,0.01063038,0.0002349279,0.000004095447,0.0001067093,0.00171659],"genre_scores_gemma":[0.992387,0.0009823757,0.00642,0.00006668297,0.000138207,0.000001739252,1.889911e-7,0.000002033079,0.000001759533],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5419286,"threshold_uncertainty_score":0.9993517,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06336708235029179,"score_gpt":0.4395863398195681,"score_spread":0.3762192574692763,"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."}}