{"id":"W3153420496","doi":"10.3390/bioengineering8040049","title":"COVID-19 Diagnostic Strategies. Part I: Nucleic Acid-Based Technologies","year":2021,"lang":"en","type":"review","venue":"Bioengineering","topic":"SARS-CoV-2 detection and testing","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Outbreak; Diagnostic test; Intensive care medicine; Asymptomatic; Disease; Identification (biology); Asymptomatic carrier; Medicine; Virology; Risk analysis (engineering); Biology; Infectious disease (medical specialty); Pathology; Pediatrics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000183109,0.0005330461,0.001466051,0.0004988111,0.00008724078,0.0001000026,0.0002055371,0.0005185136,0.00007499205],"category_scores_gemma":[0.007745532,0.0004746835,0.0004619233,0.000959443,0.0000743686,0.00005782957,0.00008903532,0.0007134969,0.00008810422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004670218,"about_ca_system_score_gemma":0.001527919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001520789,"about_ca_topic_score_gemma":0.000003857991,"domain_scores_codex":[0.9981732,0.00003535752,0.0005605366,0.0005444072,0.0002439624,0.0004425822],"domain_scores_gemma":[0.9981948,0.0007674419,0.000171352,0.0006476183,0.00005978756,0.0001589645],"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":[0.000003332413,0.00009144287,0.00001282346,0.05983721,0.0003507338,0.001749231,0.00002363632,0.000122663,0.0007732315,0.0003000116,0.001298293,0.9354374],"study_design_scores_gemma":[0.000303186,0.00006648746,5.013648e-7,0.01461584,0.000577783,0.0004125694,0.000107413,0.0003323119,0.001343018,0.000004212201,0.9818111,0.0004255868],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004061596,0.9921947,0.003459707,0.00009990663,0.0006827555,0.0006215294,0.00002223978,0.002567899,0.0003106568],"genre_scores_gemma":[0.0006305269,0.9965972,0.001584684,0.0003435393,0.0002955898,0.0002824533,0.00009135478,0.0001441244,0.00003052588],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9805128,"threshold_uncertainty_score":0.9997705,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09451033032157008,"score_gpt":0.3520004245405611,"score_spread":0.2574900942189911,"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."}}