{"id":"W4285157168","doi":"10.2139/ssrn.4093333","title":"Optimal Information and Security Design","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Blockchain Technology Applications and Security","field":"Computer Science","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Information security; Computer science; Computer security","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":[0.00177078,0.00006634929,0.0000697943,0.0001265504,0.0006866892,0.00007485532,0.0005859638,0.00003499392,0.000008564766],"category_scores_gemma":[0.00001387169,0.00006686614,0.00002509466,0.0002761242,0.00003093869,0.0004321072,0.0002885929,0.001489327,0.000005606942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002811251,"about_ca_system_score_gemma":0.0006512871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001038832,"about_ca_topic_score_gemma":0.000006620994,"domain_scores_codex":[0.9987463,0.00008163743,0.0001560866,0.0001067639,0.0001641571,0.0007450734],"domain_scores_gemma":[0.9996135,0.00002539834,0.0001021084,0.0001870696,0.00003544931,0.0000364369],"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":[0.000005233111,0.00002285985,0.00005618753,9.321527e-7,0.00001454817,7.121918e-7,0.0004412453,0.0003107906,0.00001291315,0.9588025,0.0001589632,0.0401731],"study_design_scores_gemma":[0.0003366923,0.0003188131,0.00007499692,7.458465e-7,0.000004821067,0.001749401,0.0008749919,0.06191539,0.00008205679,0.9220192,0.01250193,0.0001209698],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07210475,0.0009515411,0.9237954,0.002780202,0.00005604842,0.0001041781,8.993298e-7,0.00009211419,0.0001148499],"genre_scores_gemma":[0.9920346,0.0005082164,0.007201381,0.0001792687,0.00001723652,0.00003051565,9.941265e-7,0.000002603393,0.00002522549],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9199298,"threshold_uncertainty_score":0.6470468,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005305684597321589,"score_gpt":0.2059836334228794,"score_spread":0.2006779488255578,"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."}}