{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00249,0.0008787061,0.001091385,0.001087438,0.0008191792,0.002690037,0.0008677072,0.00233756,0.00995285],"category_scores_gemma":[0.01116243,0.0007869015,0.000574206,0.0008059185,0.002061081,0.003789415,0.001769709,0.001585967,0.0008876704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002365205,"about_ca_system_score_gemma":0.002437712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007882591,"about_ca_topic_score_gemma":0.0007273975,"domain_scores_codex":[0.997758,0.001010592,0.00008868269,0.0003752625,0.0005085651,0.0002588824],"domain_scores_gemma":[0.9952345,0.003007518,0.0002846961,0.0006467686,0.0006320748,0.0001943461],"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":[0.0001057681,0.00006325563,0.0002469002,0.00009272479,0.00003089416,0.00003028376,0.00005579915,0.07423589,0.001042933,0.89593,0.0029362,0.02522937],"study_design_scores_gemma":[0.00003713175,0.00004589438,0.00009197553,0.00002134718,0.00001711224,0.00002880052,0.00002233043,0.202715,0.0008284187,0.7937806,0.002401005,0.0000102841],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05648278,0.0008403806,0.8691679,0.004052207,0.000190606,0.0002030945,0.0002167353,0.0002419442,0.06860428],"genre_scores_gemma":[0.9057066,0.0006552615,0.07023564,0.0004490866,0.0001589508,0.000242843,0.0001239791,0.00008813303,0.02233958],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00995285,"threshold_uncertainty_score":0.03329557,"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."}}