{"id":"W4401164625","doi":"10.1109/csp62567.2024.00013","title":"An Application Evaluation for Differentially Private Database Release Methods","year":2024,"lang":"en","type":"article","venue":"","topic":"Advanced Data Storage Technologies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Computer science; Database","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":[0.0009394503,0.0001022989,0.0000838823,0.0001268534,0.00008610872,0.0001939932,0.0008921717,0.00004805928,0.00001119486],"category_scores_gemma":[0.000241443,0.00008536719,0.00002926356,0.0004156062,0.00002789717,0.001484045,0.0002819349,0.00007697806,0.00002719298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007330676,"about_ca_system_score_gemma":0.00005251664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006479347,"about_ca_topic_score_gemma":0.000006411506,"domain_scores_codex":[0.998822,0.00007653781,0.0001604144,0.0005651554,0.0001982296,0.0001776207],"domain_scores_gemma":[0.998365,0.0001588754,0.00003765323,0.001302856,0.00009312721,0.00004250941],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000002502522,0.00001679122,0.000001885904,0.00001617948,0.000004287802,4.831133e-7,0.00002878005,0.00007500288,0.03332768,0.2973675,0.0002954567,0.6688635],"study_design_scores_gemma":[0.0001047535,0.00004515635,0.00005092568,0.000008510196,0.00001570429,0.000001666159,0.00001073858,0.8420863,0.05103324,0.09271736,0.01380356,0.0001220633],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001492501,0.000209937,0.9946977,0.0005919914,0.0002131388,0.0007635702,0.00002322876,0.001929576,0.00007833095],"genre_scores_gemma":[0.1418141,0.00001045729,0.8573754,0.00006057603,0.00003074212,0.0004702157,0.0001967128,0.000009875008,0.0000319193],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.8420113,"threshold_uncertainty_score":0.3481173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05221623195628605,"score_gpt":0.4147526044461127,"score_spread":0.3625363724898266,"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."}}