{"id":"W3172179763","doi":"10.1016/j.heliyon.2021.e07247","title":"A collection of the novel coronavirus (COVID-19) detection assays, issues, and challenges","year":2021,"lang":"en","type":"review","venue":"Heliyon","topic":"SARS-CoV-2 detection and testing","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Aging","funders":"","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Point of care; Virology; Coronavirus; Population; Transmission (telecommunications); 2019-20 coronavirus outbreak; Multiplex; Point-of-care testing; Risk analysis (engineering); Medicine; Computer science; Intensive care medicine; Biology; Disease; Bioinformatics; Immunology; Infectious disease (medical specialty); Environmental health; Pathology; Telecommunications","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":[0.0003973258,0.0002895962,0.001066222,0.0002028198,0.0001734723,0.00001874467,0.00007686038,0.0004020195,0.00002814016],"category_scores_gemma":[0.001526166,0.0002088468,0.0003134233,0.0005887153,0.00007479167,0.00003475096,0.00008580378,0.0004901991,0.000008924206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003029588,"about_ca_system_score_gemma":0.0004772478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000193321,"about_ca_topic_score_gemma":0.0003856529,"domain_scores_codex":[0.9984096,0.0002031074,0.0004800387,0.0004284768,0.0003001759,0.0001785523],"domain_scores_gemma":[0.9987052,0.0002834946,0.0004011781,0.0004004681,0.0001284871,0.00008114732],"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":[0.00001588736,0.0000839286,0.000009911898,0.04663374,0.000141675,0.00001140917,0.0001107009,1.156426e-7,0.001540469,0.00003433995,0.00002677905,0.951391],"study_design_scores_gemma":[0.0004944697,0.0001415829,0.0000495337,0.01715546,0.0007641368,0.001607163,0.00007111862,0.000009899296,0.003404892,0.000004827805,0.9761258,0.0001711513],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001540409,0.9972261,0.0001379153,0.0002047798,0.0006540359,0.0007686832,0.00001249341,0.00009879066,0.0007431958],"genre_scores_gemma":[0.00012099,0.9986044,0.0001378267,0.0003237694,0.0002814163,0.00008371775,0.000006447182,0.00005157173,0.0003899198],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.976099,"threshold_uncertainty_score":0.8516525,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3024076791465349,"score_gpt":0.4172857826173437,"score_spread":0.1148781034708088,"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."}}