{"id":"W3131869039","doi":"10.36106/ijsr/4315612","title":"A CONTROLLED CLINICAL STUDY TO EVALUATE A PROPRIETARY NON-INVASIVESMARTPHONE BASED DIGITAL BIOMARKER TOOL LYFAS® IN ENABLING EARLYDETECTION OF COVID-19 INFECTION AMONG ASYMPTOMATIC INDIVIDUALS","year":2021,"lang":"en","type":"article","venue":"INTERNATIONAL JOURNAL OF SCIENTIFIC RESEARCH","topic":"SARS-CoV-2 detection and testing","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Probity Medical Research","funders":"","keywords":"Asymptomatic; Pandemic; Medicine; Population; Biomarker; Coronavirus disease 2019 (COVID-19); Disease; Intensive care medicine; Serology; Cardiorespiratory fitness; Internal medicine; Immunology; Infectious disease (medical specialty); Biology; Environmental health","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01932815,0.0001429655,0.0005671071,0.002930406,0.0001622035,0.0005520917,0.0002872174,0.00009069713,0.00009395104],"category_scores_gemma":[0.0394641,0.0001192808,0.0002840856,0.00241706,0.0003013859,0.0005251123,0.0001768753,0.0007267258,0.00002508254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004862382,"about_ca_system_score_gemma":0.002766874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001420317,"about_ca_topic_score_gemma":0.000156877,"domain_scores_codex":[0.9931927,0.0009349813,0.001724622,0.0004360979,0.003406382,0.0003051981],"domain_scores_gemma":[0.9918808,0.001804446,0.0005640645,0.0002822471,0.005241847,0.0002265783],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002550796,0.002758252,0.8098364,0.00006692193,0.0005157467,0.0006815028,0.00112342,0.0002301168,0.1711846,0.000001152436,0.0001999015,0.0108512],"study_design_scores_gemma":[0.03148381,0.00254683,0.8293101,0.001068062,0.0001186698,0.000532693,0.0024092,0.01692058,0.1148944,0.0002081609,0.000294586,0.000212935],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946679,0.00003110827,0.001732737,0.0006691093,0.00153528,0.001152116,0.000008090708,0.000016846,0.0001867662],"genre_scores_gemma":[0.9990256,0.000003152746,0.0003824945,0.0001593085,0.000194612,0.00003889281,0.000006869832,0.00001633126,0.0001727467],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05629016,"threshold_uncertainty_score":0.9686269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1812935486722875,"score_gpt":0.4835775837148738,"score_spread":0.3022840350425863,"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."}}