ArticleAnnals of the American Thoracic Society2021
Evaluating a Widely Implemented Proprietary Deterioration Index Model among Hospitalized Patients with COVID-19.
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Article in Annals of the American Thoracic Society, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 74 papers, 2 of them syntheses that pooled it.
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74citing papers in PubMed, 2 pooled it
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Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
74 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- A Systematic Review and Meta-analysis of Externally Validated Epic Clinical Decision Support Tools.Journal of general internal medicine · 2026Pooled it
- Systematic review and longitudinal analysis of implementing Artificial Intelligence to predict clinical deterioration in adult hospitals: what is known and what remains uncertain.Journal of the American Medical Informatics Association : JAMIA · 2024Pooled it
- Real-time surveillance system for patient deterioration: a pragmatic cluster-randomized controlled trial.Nature medicine · 2025Trial
- Modelling the risk of hospital admission of lab confirmed SARS-CoV-2-infected patients in primary care: a population-based study.Internal and emergency medicine · 2022Trial
- Evaluating the Effect of a COVID-19 Predictive Model to Facilitate Discharge: A Randomized Controlled Trial.Applied clinical informatics · 2022Trial
- Prediction of respiratory decompensation in Covid-19 patients using machine learning: The READY trial.Computers in biology and medicine · 2020Trial
- Clinical heterogeneity in performance of a commercial prediction model for clinical deterioration.BMJ health & care informatics · 2026Article
- STREAM: A data-driven framework for physiological state monitoring in ICU patients.PLOS digital health · 2026Article
- Article
- Validation is not enough: Longitudinal evidence of post-deployment fragility in clinical AI systems.PLOS digital health · 2026Article
- Performance of commonly used risk triage tools in predicting clinical deterioration among hospitalized hematopoietic stem cell transplant recipients.Haematologica · 2026Article
- Prediction of 48-h Intensive Care Unit Mortality in Hospitalized Cancer Patients: Performance of the EPIC Deterioration Index and Sequential Organ Failure Assessment Score.Journal of intensive care medicine · 2026Article
- Is AI actually improving healthcare?Nature medicine · 2026Article
- A novel, standardised approach to balancing effectiveness, efficiency and utility of surveillance AI prediction models for hospitalised patients using sepsis prediction as an exemplar.Journal of the American Medical Informatics Association : JAMIA · 2026Article
- Integrating rapid response systems and patient centered goals of care discussions.Frontiers in medicine · 2026Article
- Predictive Utility of Epic's Health Composite Score for Same-Day Cancellation in Cataract Surgery.Clinical ophthalmology (Auckland, N.Z.) · 2026Article
- The missing value of medical artificial intelligence.Nature medicine · 2025Article
- Artificial Intelligence in migrant health: a critical perspective on opportunities and risks.The Lancet regional health. Europe · 2025Review
- Performance of electronic medical record tool in predicting 6-month mortality in hospitalized patients with cancer.Journal of hospital medicine · 2025Article
- Emergency department early mortality model for patients admitted after presenting to a tertiary medical center emergency department.Academic emergency medicine : official journal of the Society for Academic Emergency Medicine · 2025Article
14 more citing papers are in PubMed but not listed here.
Corrections and comments
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Authors and funding
15 authors.
Karandeep SinghDepartment of Learning Health Sciences.ORCID 0000-0001-8980-2330
Thomas S ValleyDepartment of Internal Medicine.ORCID 0000-0002-5766-4970
Shengpu TangDivision of Computer Science and Engineering, and.
Benjamin Y LiDivision of Computer Science and Engineering, and.
Fahad KamranDivision of Computer Science and Engineering, and.
Michael W SjodingDepartment of Internal Medicine.
Jenna WiensInstitute for Healthcare Policy and Innovation, University of Michigan, Ann Arbor, Michigan.
Erkin OtlesDepartment of Industrial and Operations Engineering, University of Michigan College of Engineering, Ann Arbor, Michigan; and.
John P DonnellyDepartment of Learning Health Sciences.
Melissa Y WeiDepartment of Internal Medicine.
Jonathon P McBrideDepartment of Cellular and Molecular Biology, and.
Jie CaoDepartment of Computational Medicine and Bioinformatics, University of Michigan Medical School, Ann Arbor, Michigan.
Carleen PenozaNursing Informatics, Michigan Medicine, Ann Arbor, Michigan.
John Z AyanianDepartment of Internal Medicine.
Brahmajee K NallamothuDepartment of Internal Medicine.
Funding
MICHIGAN MEDICAL SCIENTIST TRAINING PROGRAMT32GM007863 · NIGMS · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI COLLINS, KATHLEEN L. · 1985 to 2024
$38.3MTraining to Advance Care Through Implementation Science in Cardiac And Lung Illnesses (TACTICAL)K12HL138039 · NHLBI · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI BARNES, GEOFFREY DOUGLAS, PRESCOTT, HALLIE CHRISTINE · 2017 to 2021
$3.1MCumulative and Synergistic Impact of Chronic Diseases on Physical Functioning in Older Adults: Development and Validation of a Novel Measure of MultimorbidityK23AG056638 · NIA · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI WEI, MELISSA · 2017 to 2022
$1.0MSCH: Leveraging Clinical Time Series to Learn Optimal Treatment of Acute Dyspnea R01LM013325 · NLM · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI SJODING, MICHAEL WILLIAM, WIENS, JENNA · 2019 to 2022
$935kPreventing avoidable deaths from pneumonia by improving use of intensive careK23HL140165 · NHLBI · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI VALLEY, THOMAS SEBASTIAN · 2018 to 2022
$915kData-Driven Identification of the Acute Respiratory Distress SyndromeK01HL136687 · NHLBI · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI SJODING, MICHAEL WILLIAM · 2017 to 2021
$862kNHLBI NIH HHS K01 HL136687NHLBI NIH HHS K12 HL138039NHLBI NIH HHS K23 HL140165NHLBI NIH HHS L30 HL133988NIA NIH HHS K23 AG056638NIGMS NIH HHS T32 GM007863NLM NIH HHS R01 LM013325
Abstract
PubMed holds no abstract for this paper.
Indexed as
COVID-19AdultAgedFemaleHospitalizationHospital MortalityHumansIntensive Care UnitsMaleMiddle AgedPandemicsRetrospective StudiesSARS-CoV-2coronavirus diseasedeterioration indexprediction modelvalidation study
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LicenceCC BY-NC-ND
Read underepoch 390
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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.