{"id":"W4290705738","doi":"10.1016/j.clinbiochem.2022.08.004","title":"Performance of saliva compared with nasopharyngeal swab for diagnosis of COVID-19 by NAAT in cross-sectional studies: Systematic review and meta-analysis","year":2022,"lang":"en","type":"review","venue":"Clinical Biochemistry","topic":"COVID-19 diagnosis using AI","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"Impact; Hamilton Health Sciences; Hamilton Regional Laboratory Medicine Program; McMaster University","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Meta-analysis; Saliva; Medicine; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Virology; Cross-sectional study; Internal medicine; Outbreak; Pathology; Infectious disease (medical specialty)","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":[0.008350939,0.002799698,0.01627694,0.00293756,0.0006299153,0.00343732,0.002265797,0.002864918,0.003137944],"category_scores_gemma":[0.02684342,0.001557259,0.03276677,0.004432092,0.0008077418,0.002048434,0.001640428,0.002328309,0.0003400152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001536771,"about_ca_system_score_gemma":0.002074097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007386781,"about_ca_topic_score_gemma":0.01776275,"domain_scores_codex":[0.9937339,0.002312415,0.002051246,0.001086139,0.0005916042,0.000224566],"domain_scores_gemma":[0.9839326,0.01256968,0.002031548,0.0004998136,0.0008125653,0.0001537148],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.004333714,0.00005627725,0.01581564,0.2088105,0.7550592,0.00008042423,0.0001261861,0.0003421932,0.000274067,0.00007658349,0.0004030182,0.01462209],"study_design_scores_gemma":[0.0006669699,0.0002978035,0.008268088,0.009236694,0.9802431,0.0000638773,0.00006931422,0.0001444557,0.0001020141,0.0001047751,0.000773796,0.00002896264],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.008930422,0.9900309,0.0002987206,0.00008352118,0.0001366829,0.00008657383,0.0002782282,0.00001306462,0.0001419171],"genre_scores_gemma":[0.3102225,0.6841413,0.002412469,0.001168865,0.0003782183,0.0003818243,0.0008631023,0.0000426606,0.0003890852],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01627694,"threshold_uncertainty_score":0.04416454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3193604373391368,"score_gpt":0.5189932661887379,"score_spread":0.1996328288496011,"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."}}