{"id":"W4224212967","doi":"10.2196/34284","title":"The Korean 3T Practice: New Biosurveillance Model Utilizing New Information Technology and Digital Tools","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"COVID-19 Digital Contact Tracing","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Contact tracing; Data science; Pandemic; Computer science; Computer security; Medicine; Coronavirus disease 2019 (COVID-19); Disease","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.01311338,0.0008291422,0.0003867001,0.001658669,0.002066822,0.008215275,0.002130903,0.002056932,0.007101369],"category_scores_gemma":[0.01114414,0.0004270409,0.000982627,0.001732489,0.00509107,0.01034836,0.007128347,0.002569455,0.001899941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004223761,"about_ca_system_score_gemma":0.005713119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006846983,"about_ca_topic_score_gemma":0.006270609,"domain_scores_codex":[0.9904163,0.006778123,0.000423723,0.0007787307,0.001143472,0.0004596225],"domain_scores_gemma":[0.9930484,0.002554275,0.0009054341,0.001524809,0.001380929,0.0005860438],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005645254,0.0007152339,0.02052364,0.001701081,0.0001437608,0.0009655626,0.03509506,0.004784613,0.003692823,0.5765988,0.03195396,0.3232609],"study_design_scores_gemma":[0.0003313109,0.002418682,0.0178565,0.003580285,0.0004026383,0.003111212,0.07615142,0.04324096,0.007279045,0.2221686,0.6230453,0.0004140222],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1867846,0.008693405,0.3066552,0.09620959,0.001962712,0.002530259,0.001102371,0.001092625,0.3949693],"genre_scores_gemma":[0.8271496,0.006896779,0.1326969,0.009420758,0.0003593875,0.001382046,0.0006089524,0.0001659829,0.02131958],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01311338,"threshold_uncertainty_score":0.06935102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07144016739432311,"score_gpt":0.3875102685546691,"score_spread":0.316070101160346,"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."}}