{"id":"W3124268815","doi":"10.4269/ajtmh.20-0730","title":"Pragmatic Recommendations for the Use of Diagnostic Testing and Prognostic Models in Hospitalized Patients with Severe COVID-19 in Low- and Middle-Income Countries","year":2021,"lang":"en","type":"article","venue":"American Journal of Tropical Medicine and Hygiene","topic":"COVID-19 Clinical Research Studies","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of California, San Diego; Addis Ababa University; University of South Africa; Sociedade Beneficente Israelita Brasileira Albert Einstein; Universidade de São Paulo; University of Toronto; University of Oxford; Wellcome Trust; Mongolian National University of Medical Sciences; University of Colorado School of Medicine, Anschutz Medical Campus; Universiteit van Amsterdam; Monash University; Amsterdam University Medical Centers; National Institutes of Health; Kepler Universitätsklinikum; Medical Center, University of Pittsburgh; University of Pittsburgh; Mahidol University; Johns Hopkins University; Tribhuvan University; Innovative Research Group Project of the National Natural Science Foundation of China; University of Washington","keywords":"Medicine; Pneumonia; Point-of-care testing; Intensive care medicine; Coronavirus disease 2019 (COVID-19); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Infection control; Respiratory tract infections; Internal medicine; Emergency medicine; Respiratory system; Immunology; Disease; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.07383245,0.00186681,0.002642878,0.003129079,0.002273905,0.005899914,0.00764988,0.0225228,0.01003079],"category_scores_gemma":[0.2973597,0.002094146,0.005438483,0.001971288,0.003530115,0.00585337,0.007579059,0.01610019,0.00513097],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003373466,"about_ca_system_score_gemma":0.0179348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01009826,"about_ca_topic_score_gemma":0.01313297,"domain_scores_codex":[0.9063403,0.06051491,0.01746422,0.002049146,0.01075013,0.002881221],"domain_scores_gemma":[0.7145569,0.1495395,0.02375966,0.01291985,0.07675733,0.02246663],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001030003,0.0009561251,0.008148774,0.007231921,0.000631125,0.002556148,0.002705964,0.003091876,0.002033999,0.01050432,0.7163271,0.2447827],"study_design_scores_gemma":[0.003051536,0.00111999,0.02662881,0.05144095,0.0009656412,0.002277864,0.004662834,0.00616069,0.001995428,0.03566393,0.8651987,0.0008335731],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.008922411,0.02371783,0.04765034,0.8381307,0.01487074,0.009482918,0.002365083,0.001639551,0.05322035],"genre_scores_gemma":[0.06102393,0.01778235,0.4104002,0.4712113,0.0111644,0.01501245,0.002442379,0.0007325684,0.0102305],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07383245,"threshold_uncertainty_score":0.390468,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07473642892791797,"score_gpt":0.3733021479831067,"score_spread":0.2985657190551887,"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."}}