{"id":"W3157963590","doi":"10.3390/bioengineering8050054","title":"COVID-19 Diagnostic Strategies Part II: Protein-Based Technologies","year":2021,"lang":"en","type":"review","venue":"Bioengineering","topic":"SARS-CoV-2 detection and testing","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Point-of-care testing; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Pandemic; Coronavirus; Nucleic acid detection; Diagnostic test; Narrative review; Computer science; Outbreak; Scale (ratio); Risk analysis (engineering); Point of care; 2019-20 coronavirus outbreak; Gold standard (test); Intensive care medicine; Computational biology; Medicine; Biology; Nucleic acid; Virology; Immunology; Pathology; Infectious disease (medical specialty); Disease","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":[0.001327163,0.001330665,0.0008942416,0.002145184,0.0004041383,0.002072916,0.0009385246,0.001599847,0.005051672],"category_scores_gemma":[0.001313464,0.0005897214,0.001050329,0.001244646,0.0007250575,0.002547,0.001044834,0.00207921,0.004098107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009186128,"about_ca_system_score_gemma":0.001289866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008449374,"about_ca_topic_score_gemma":0.0008426608,"domain_scores_codex":[0.9991554,0.0001563832,0.00008313804,0.0001441885,0.0003587556,0.000102091],"domain_scores_gemma":[0.9996045,0.0001740151,0.00006113607,0.00002038688,0.0001150565,0.00002488373],"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":[0.000235068,0.0002107453,0.0008830439,0.03753758,0.0002027872,0.001191896,0.0004589421,0.001672671,0.1069783,0.04090325,0.05114223,0.7585835],"study_design_scores_gemma":[0.00001061701,0.0003114055,0.0005570804,0.00227233,0.00008763465,0.001568408,0.0001271992,0.000500715,0.03226087,0.003742821,0.9585077,0.0000532528],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00351417,0.959573,0.01183638,0.002369051,0.001861423,0.0002305496,0.0004372715,0.0001690101,0.02000923],"genre_scores_gemma":[0.01774612,0.9564096,0.01121617,0.001915052,0.0007030388,0.0002589161,0.0007633094,0.00004472481,0.01094316],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005051672,"threshold_uncertainty_score":0.01689953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09317550143710843,"score_gpt":0.3505376239349577,"score_spread":0.2573621224978493,"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."}}