{"id":"W4205895582","doi":"10.36227/techrxiv.14661138.v2","title":"A Novel Distributed and Federated Digital Contact Tracing Systems","year":2021,"lang":"en","type":"preprint","venue":"","topic":"COVID-19 Digital Contact Tracing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Concordia University; Indian Institute of Science","keywords":"Contact tracing; Anonymity; Tracing; Computer science; Boundary (topology); Data exchange; Control (management); Distributed computing; Computer security; Coronavirus disease 2019 (COVID-19); World Wide Web; Operating system","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001682634,0.0004367993,0.0007028402,0.0009156033,0.00187789,0.003091539,0.002129845,0.002021518,0.004672765],"category_scores_gemma":[0.002802633,0.0003190837,0.0006450265,0.0009474195,0.001134229,0.003699338,0.003785936,0.001133787,0.001443035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001279959,"about_ca_system_score_gemma":0.001341791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008553463,"about_ca_topic_score_gemma":0.0006229734,"domain_scores_codex":[0.99778,0.0005418349,0.00016602,0.0006544255,0.0006599725,0.0001976682],"domain_scores_gemma":[0.9977501,0.0003640909,0.0002217581,0.001018759,0.0004582798,0.0001870774],"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":[0.001316164,0.0006217991,0.003552022,0.000394054,0.0001646449,0.0009811488,0.001779086,0.06382338,0.06226508,0.3374075,0.01544256,0.5122525],"study_design_scores_gemma":[0.0002474012,0.000849116,0.001183062,0.0001204537,0.0001649069,0.001952523,0.0003748001,0.7192757,0.05203844,0.09622616,0.1274442,0.0001232328],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0291471,0.0002660002,0.955071,0.0004926471,0.0001454223,0.0002177381,0.0001131121,0.00317581,0.01137118],"genre_scores_gemma":[0.6158438,0.0002763887,0.3560205,0.0004083287,0.0001254827,0.00031684,0.0002043363,0.0001215409,0.02668282],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.004672765,"threshold_uncertainty_score":0.01563197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03072631691467151,"score_gpt":0.2571758986610884,"score_spread":0.2264495817464169,"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."}}