{"id":"W4251985271","doi":"10.2139/ssrn.1780522","title":"Rational Information Leakage","year":2011,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Network Security and Intrusion Detection","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Leakage (economics); Information leakage; Business; Computer security; Computer science; Economics","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":[0.0008956292,0.00006948532,0.00005871421,0.0001149422,0.0002427373,0.0001040282,0.0004023612,0.00004668488,0.00006757263],"category_scores_gemma":[0.00002093372,0.00006206045,0.00005310223,0.0002092979,0.0000154514,0.002532485,0.0000520108,0.0008214827,0.0002042983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002181573,"about_ca_system_score_gemma":0.0006040888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002131315,"about_ca_topic_score_gemma":0.0000837121,"domain_scores_codex":[0.9986593,0.00004648236,0.0002025421,0.00007748709,0.0002146866,0.0007995403],"domain_scores_gemma":[0.9996012,0.00001056022,0.0001191105,0.0001314857,0.00008870601,0.00004886809],"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":[0.00001033513,0.0000157441,0.00004914726,6.990174e-7,0.00001356644,5.694398e-7,0.000539438,0.00001279013,0.00002994573,0.8980991,0.0002022988,0.1010264],"study_design_scores_gemma":[0.0003963406,0.0003763346,0.001366714,0.000006538146,0.000004891167,0.000634114,0.0002035714,0.008826491,0.0005685218,0.9704776,0.01697574,0.000163077],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02010756,0.0001958409,0.9702511,0.0003137039,0.000529532,0.00005249916,1.968257e-7,0.00007384818,0.008475735],"genre_scores_gemma":[0.9963893,0.0005781415,0.002331361,0.0003058245,0.0001896045,0.000002683943,0.000001310932,0.000003036249,0.0001987651],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9762817,"threshold_uncertainty_score":0.356898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009728898778771252,"score_gpt":0.197351594637806,"score_spread":0.1876226958590348,"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."}}