{"id":"W3134921568","doi":"10.1093/ofid/ofab095","title":"To Test, Perchance to Diagnose: Practical Strategies for Severe Acute Respiratory Syndrome Coronavirus 2 Testing","year":2021,"lang":"en","type":"article","venue":"Open Forum Infectious Diseases","topic":"SARS-CoV-2 detection and testing","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"National Center for Advancing Translational Sciences; U.S. Department of Veterans Affairs","keywords":"Medicine; Asymptomatic; Pandemic; Coronavirus disease 2019 (COVID-19); Coronavirus; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Isolation (microbiology); Intensive care medicine; Test (biology); Test strategy; Personal protective equipment; Disease; Internal medicine; Bioinformatics; Infectious disease (medical specialty); Computer 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01832714,0.001649862,0.0009850111,0.002188713,0.002863328,0.003929724,0.004017388,0.01465164,0.009227688],"category_scores_gemma":[0.07551792,0.0007248738,0.001931331,0.0005770389,0.006178117,0.008153249,0.003280009,0.01830476,0.005114724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003159316,"about_ca_system_score_gemma":0.01014134,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009948933,"about_ca_topic_score_gemma":0.02940205,"domain_scores_codex":[0.9835671,0.009254078,0.001832588,0.000967545,0.003795337,0.0005832064],"domain_scores_gemma":[0.9643524,0.02308551,0.001907905,0.0008847533,0.007732802,0.002036688],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007850191,0.0001594586,0.00166255,0.001238671,0.00005002411,0.001450066,0.002232936,0.0007684334,0.0006351692,0.02555548,0.8321892,0.1339795],"study_design_scores_gemma":[0.0000717822,0.0001645983,0.002182136,0.004884006,0.0000645028,0.001639001,0.00245594,0.0008364974,0.000383236,0.04221378,0.9449894,0.0001150735],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0005957994,0.01313177,0.008982419,0.9401366,0.02072883,0.0001982216,0.00007017096,0.0002485777,0.01590766],"genre_scores_gemma":[0.01314301,0.02507859,0.0283605,0.8786573,0.03886496,0.0005659881,0.0001112402,0.000162281,0.01505611],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01832714,"threshold_uncertainty_score":0.09692436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09110686957661596,"score_gpt":0.4008413346426471,"score_spread":0.3097344650660311,"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."}}