{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002981472,0.001164068,0.002021012,0.000276676,0.0006869452,0.001062018,0.0005314479,0.001976262,0.007966587],"category_scores_gemma":[0.002911101,0.0004571996,0.0014057,0.0002663562,0.001039811,0.0009939091,0.0005151582,0.00210923,0.001475254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004547596,"about_ca_system_score_gemma":0.001354701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004651102,"about_ca_topic_score_gemma":0.0007667547,"domain_scores_codex":[0.9987636,0.000498845,0.0001104123,0.0003022477,0.0001493946,0.0001756154],"domain_scores_gemma":[0.9984193,0.0004659634,0.0002670861,0.0001917006,0.0002596166,0.0003964241],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.6911625,0.184884,0.01193053,0.005143427,0.002570427,0.0006890836,0.0005681436,0.0004621242,0.01955378,0.0006611891,0.003823144,0.07855171],"study_design_scores_gemma":[0.08756837,0.8905019,0.01245308,0.000215689,0.001147123,0.0002146411,0.0002066115,0.0003627584,0.001530768,0.0003499447,0.00540045,0.00004865666],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9460601,0.01361112,0.003832129,0.0009141744,0.00155978,0.02742496,0.001441333,0.0001134839,0.005043046],"genre_scores_gemma":[0.9527951,0.003823384,0.005455443,0.002389593,0.001012935,0.02713595,0.001148462,0.00002348971,0.006215667],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007966587,"threshold_uncertainty_score":0.02665085,"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."}}