{"id":"W4200000190","doi":"10.1016/s0140-6736(21)02346-1","title":"Diagnostics for COVID-19: moving from pandemic response to control","year":2021,"lang":"en","type":"review","venue":"The Lancet","topic":"SARS-CoV-2 and COVID-19 Research","field":"Medicine","cited_by":500,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Pandemic; Vaccination; Public health; Coronavirus disease 2019 (COVID-19); Social distance; Virology; Immunology; Virus; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Infection control; Immunity; Diagnostic test; Medicine; Intensive care medicine; Immune system; Disease; Infectious disease (medical specialty); Pediatrics","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":[0.003426468,0.00161361,0.003293598,0.00313465,0.0003791905,0.002509858,0.001817266,0.003410068,0.01189781],"category_scores_gemma":[0.005641903,0.0005362273,0.001400938,0.002731298,0.001084354,0.002873872,0.001737658,0.005050935,0.004087237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002965005,"about_ca_system_score_gemma":0.005727207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004651259,"about_ca_topic_score_gemma":0.008791084,"domain_scores_codex":[0.9990295,0.0002657227,0.0001247382,0.0001053705,0.0003403689,0.0001343176],"domain_scores_gemma":[0.9969155,0.001764952,0.0003833342,0.00005049259,0.0006283663,0.0002574164],"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":[0.0001958816,0.00004305329,0.000108848,0.03425762,0.0003293333,0.00007946885,0.00005503659,0.0003301305,0.0004222695,0.007962453,0.151067,0.8051489],"study_design_scores_gemma":[0.0001379918,0.0001226501,0.0003730606,0.02509196,0.0003236955,0.0001676845,0.000073583,0.00007381073,0.00009800206,0.00375582,0.9697576,0.00002415649],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001744432,0.9963567,0.00005056633,0.002040075,0.0009217143,0.000004908318,0.00003530557,0.000009606795,0.000563696],"genre_scores_gemma":[0.000358668,0.9962131,0.0001525992,0.002185187,0.0006144193,0.00001041527,0.00004436159,0.000003302537,0.0004180135],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01189781,"threshold_uncertainty_score":0.03980213,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1814559895153655,"score_gpt":0.4634231258720795,"score_spread":0.281967136356714,"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."}}