{"id":"W4396782890","doi":"10.1109/jsait.2024.3397305","title":"Contraction of Locally Differentially Private Mechanisms","year":2024,"lang":"en","type":"article","venue":"IEEE Journal on Selected Areas in Information Theory","topic":"Adhesion, Friction, and Surface Interactions","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Contraction (grammar); Medicine; Internal medicine","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":[0.0003926647,0.0001439925,0.0001630925,0.0005982234,0.00007919419,0.0001243109,0.0001024453,0.0001112939,0.0002570734],"category_scores_gemma":[0.00009217312,0.00012547,0.00007753626,0.0004453353,0.0000161673,0.001386369,0.000003786751,0.0005692758,0.0001108352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002167484,"about_ca_system_score_gemma":0.00006588596,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002449072,"about_ca_topic_score_gemma":0.000005996157,"domain_scores_codex":[0.9987816,0.00008184276,0.0006413833,0.00005892979,0.0002606791,0.0001755167],"domain_scores_gemma":[0.9993144,0.0002175261,0.0001073799,0.00009430002,0.0002004064,0.00006601912],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000934854,0.0002520385,0.0002338719,0.0005141576,0.0007390589,0.00003996449,0.007446299,0.5058199,0.1122231,0.263114,0.00703653,0.1016463],"study_design_scores_gemma":[0.002766137,0.0008898213,0.01762006,0.002996033,0.0001971876,0.001235147,0.001847563,0.4557818,0.3120305,0.1650912,0.03822377,0.001320726],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3802797,0.00007903613,0.6116611,0.00003781895,0.003489022,0.0001389309,0.00001321746,0.0002742611,0.004026928],"genre_scores_gemma":[0.9991096,0.0003123857,0.0003172907,0.0000388279,0.00009888921,0.000007391615,0.00001279444,0.00001775413,0.00008507902],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6188299,"threshold_uncertainty_score":0.5116519,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004835886490959991,"score_gpt":0.2111399457812486,"score_spread":0.2063040592902886,"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."}}