{"id":"W3091542472","doi":"10.2147/idr.s275152","title":"<p>Saliva as an Alternative Specimen for Molecular COVID-19 Testing in Community Settings and Population-Based Screening</p>","year":2020,"lang":"en","type":"article","venue":"Infection and Drug Resistance","topic":"SARS-CoV-2 detection and testing","field":"Medicine","cited_by":68,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Saliva; Asymptomatic; Medicine; Drooling; Gold standard (test); Coronavirus disease 2019 (COVID-19); Population; Internal medicine; Surgery; Disease; Environmental health","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":[0.0005946325,0.0001841135,0.0002692745,0.0001590899,0.0003909308,0.00007370413,0.00005017182,0.00007347378,0.000008823603],"category_scores_gemma":[0.004604418,0.0001980604,0.00004427467,0.0004354625,0.00006975864,0.0001500997,0.00003160864,0.0002943213,0.000001756196],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001143752,"about_ca_system_score_gemma":0.00008503189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001241994,"about_ca_topic_score_gemma":0.001580092,"domain_scores_codex":[0.9987193,0.0002330903,0.0003213456,0.0003341508,0.0001904418,0.0002016274],"domain_scores_gemma":[0.9984953,0.0007834441,0.0001925381,0.0001716867,0.0001410517,0.0002160155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002075159,0.0003668189,0.5508435,0.001699241,0.00009690374,0.0001283226,0.004836217,0.0007624509,0.4274058,0.002231834,0.0006434169,0.008910337],"study_design_scores_gemma":[0.02732103,0.002072256,0.4936321,0.002098378,0.0003448011,0.0002253612,0.001167342,0.1575099,0.2330275,0.009108558,0.07150487,0.001987981],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9851475,0.0001555594,0.0103377,0.001914759,0.00004732501,0.0005290879,0.00001104682,0.0002288398,0.001628156],"genre_scores_gemma":[0.9851376,0.000003217375,0.005443919,0.009174425,0.00009749702,0.00003838125,0.00002937167,0.00002921445,0.00004637405],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1943783,"threshold_uncertainty_score":0.8076667,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04793091741139301,"score_gpt":0.3269538149497461,"score_spread":0.2790228975383531,"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."}}