{"id":"W3131669543","doi":"10.3201/eid2703.204090","title":"Systematic Review of Pooling Sputum as an Efficient Method for Xpert MTB/RIF Tuberculosis Testing during the COVID-19 Pandemic","year":2021,"lang":"en","type":"review","venue":"Emerging infectious diseases","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council; Instituto de Salud Carlos III; National Institute for Health Research Health Protection Research Unit; National Institute for Health and Care Research; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior; Global Affairs Canada; Department for International Development","keywords":"Sputum; Coronavirus disease 2019 (COVID-19); Pandemic; Medicine; Virology; Tuberculosis; 2019-20 coronavirus outbreak; GeneXpert MTB/RIF; Pooling; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Internal medicine; Computer science; Pathology; Artificial intelligence; Infectious disease (medical specialty)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004143362,0.0007505651,0.005822319,0.0004623061,0.0005751112,0.00004892186,0.0004000248,0.0002894803,0.0001463123],"category_scores_gemma":[0.08911785,0.000474022,0.002147747,0.00125205,0.0001383514,0.00006369171,0.0002431177,0.0007037846,0.00001958405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008693561,"about_ca_system_score_gemma":0.001740149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006120736,"about_ca_topic_score_gemma":0.00001850898,"domain_scores_codex":[0.9915537,0.00349295,0.002370496,0.001018883,0.0006509136,0.0009130174],"domain_scores_gemma":[0.9857954,0.009933257,0.001284962,0.001429064,0.0006053542,0.000951973],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00001288334,0.0002562684,0.0009958107,0.9846825,0.001414209,0.00005151132,0.0000593338,0.0002080516,0.000003450579,0.0000584167,0.0005074647,0.0117501],"study_design_scores_gemma":[0.0006855365,0.0003673521,0.00005118058,0.9175595,0.02098684,0.003590212,0.0001179305,0.001425703,0.000001389219,0.00003498806,0.05449878,0.0006805686],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002271046,0.9913402,0.001186072,0.0003641015,0.0002792603,0.006043645,0.0001546279,0.0002878828,0.0001171149],"genre_scores_gemma":[0.0001493081,0.9930744,0.0004513976,0.00244362,0.0005138245,0.002795162,0.0003419422,0.0001461809,0.00008420349],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.08497449,"threshold_uncertainty_score":0.9997711,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07799101779276267,"score_gpt":0.4523027316861691,"score_spread":0.3743117138934064,"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."}}