{"id":"W3019586571","doi":"10.3390/ijerph17082906","title":"The Use of Digital Health in the Detection and Management of COVID-19","year":2020,"lang":"en","type":"article","venue":"International Journal of Environmental Research and Public Health","topic":"COVID-19 diagnosis using AI","field":"Medicine","cited_by":174,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Memorial University of Newfoundland","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Triage; Outbreak; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Health care; Digital health; Infectious disease (medical specialty); Medical emergency; Computer science; Telemedicine; Business; Data science; Medicine; Internet privacy; Computer security; Environmental health; Disease; Virology; Pathology; Political science","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":[0.002092122,0.00005156197,0.0001423902,0.0001662276,0.00008881466,0.00007994111,0.0001719356,0.00001781452,0.00001307563],"category_scores_gemma":[0.0006423212,0.00003190299,0.00003284265,0.0001382931,0.0002750468,0.0001907338,0.0001172835,0.0002789166,5.523289e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004369124,"about_ca_system_score_gemma":0.0003924445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001999417,"about_ca_topic_score_gemma":0.00004181795,"domain_scores_codex":[0.9981079,0.0002306561,0.0004408591,0.0001001023,0.0009354036,0.0001851485],"domain_scores_gemma":[0.9984133,0.000854845,0.000232083,0.00008040617,0.00004371709,0.0003756565],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001719056,0.001816245,0.08481432,0.0007075294,0.0003724976,0.0001403214,0.006456276,0.0000474408,0.0004044901,0.001393489,0.009080542,0.8930478],"study_design_scores_gemma":[0.002849053,0.003865158,0.2975218,0.0002213306,0.000005488659,0.0002407133,0.006003916,0.0004771843,0.00004105775,0.0005119197,0.6882056,0.00005677308],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3639664,0.001398644,0.0004798241,0.6337767,0.00003635677,0.0002891217,0.00003973869,0.000001369217,0.00001175457],"genre_scores_gemma":[0.9682548,0.0197476,0.0000913448,0.01183096,0.00005228349,0.000003153391,0.000004417968,0.000004690539,0.00001072993],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.892991,"threshold_uncertainty_score":0.1300966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2068774349000299,"score_gpt":0.4450256862976553,"score_spread":0.2381482513976254,"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."}}