{"id":"W2765702513","doi":"","title":"SHIELD: Scalable Homomorphic Implementation of Encrypted Data-Classifiers","year":2014,"lang":"en","type":"article","venue":"DSpace@MIT (Massachusetts Institute of Technology)","topic":"Cryptography and Data Security","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Speedup; Homomorphic encryption; Computer science; Encryption; IBM; Theoretical computer science; Parallel computing; Operating system","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0007133166,0.0004491138,0.0005512531,0.0005049815,0.0003357913,0.0008893018,0.001340068,0.0004493827,0.007861882],"category_scores_gemma":[0.001344156,0.0003745179,0.0005281261,0.0004580552,0.0007309128,0.002667738,0.001599285,0.001232749,0.002502143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004990989,"about_ca_system_score_gemma":0.0008596473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003572799,"about_ca_topic_score_gemma":0.0006339405,"domain_scores_codex":[0.9991757,0.0001211985,0.00006310718,0.0001084996,0.0003912919,0.0001401435],"domain_scores_gemma":[0.9992371,0.0001347525,0.00004852182,0.0004499425,0.00009432288,0.00003545365],"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":[0.001949641,0.0006521593,0.003531801,0.0005924708,0.0002265253,0.0008308123,0.0005330699,0.04086233,0.2391533,0.1774497,0.04086911,0.493349],"study_design_scores_gemma":[0.0003755371,0.0005045773,0.001955943,0.00006345274,0.00008851555,0.0008541659,0.0001212414,0.465377,0.420192,0.05610823,0.05426688,0.00009243578],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.08151127,0.0004745177,0.8731768,0.000325844,0.0001541631,0.0003306503,0.0005872702,0.02865216,0.01478733],"genre_scores_gemma":[0.6443828,0.0003156027,0.3379544,0.0002788278,0.00007552394,0.0002598587,0.001640311,0.001055822,0.0140368],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.007861882,"threshold_uncertainty_score":0.02630061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02202126210440836,"score_gpt":0.2750919079210929,"score_spread":0.2530706458166845,"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."}}