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  1. Susceptibility of AutoML mortality prediction algorithms to model drift caused by the COVID pandemic

    Background

    Concept drift and covariate shift lead to a degradation of machine learning (ML) models. The objective of our study was to characterize...

    Simone Maria Kagerbauer, Bernhard Ulm, ... Martin Graessner in BMC Medical Informatics and Decision Making
    Article Open access 02 February 2024
  2. Development and validation of a pediatric model predicting trauma-related mortality

    Objectives

    To develop a prediction model of mortality in pediatric trauma-based injuries. Our secondary objective was to transform this model into a...

    Mary Evans, Karthik Rajasekaran, ... Alvaro Moreira in BMC Pediatrics
    Article Open access 18 December 2023
  3. Association between prolonged corticosteroids use in COVID-19 and increased mortality in hospitalized patients: a retrospective study with inverse probability of treatment weighting analysis

    Background

    Previous studies have demonstrated a beneficial effect of early use of corticosteroids in patients with COVID-19. This study aimed to...

    Marina Verçoza Viana, José Augusto Santos Pellegrini, ... Tatiana Helena Rech in Critical Care
    Article Open access 15 April 2023
  4. Effect of antimicrobial de-escalation strategy on 14-day mortality among intensive care unit patients: a retrospective propensity score-matched cohort study with inverse probability-of-treatment weighting

    Purpose

    This study aimed to investigate the prevalence of antimicrobial de-escalation (ADE) strategy and assess its effect on 14-day mortality among...

    Kai zhao, Zhengliang zhang, ... Yan cai in BMC Infectious Diseases
    Article Open access 04 August 2023
  5. Establishment and Validation of the Nomogram Model and the Probability of Silent Cerebral Infarction After Ablation Atrial Fibrillation

    Background

    The objective of this study is to establish and validate a nomogram model for predicting the probability of silent cerebral infarction...

    Wei Bao, **aoqin Hu, ... Chengzong Li in Cardiovascular Drugs and Therapy
    Article 16 December 2023
  6. Towards proactive palliative care in oncology: develo** an explainable EHR-based machine learning model for mortality risk prediction

    Background

    Ex-ante identification of the last year in life facilitates a proactive palliative approach. Machine learning models trained on electronic...

    Qingyuan Zhuang, Alwin Yaoxian Zhang, ... Nan Liu in BMC Palliative Care
    Article Open access 20 May 2024
  7. Nomogram predictive model for in-hospital mortality risk in elderly ICU patients with urosepsis

    Background

    Urinary tract infection (UTI) is a common cause of sepsis. Elderly patients with urosepsis in intensive care unit (ICU) have more severe...

    Jian Wei, Ruiyuan Liang, ... Min Yang in BMC Infectious Diseases
    Article Open access 26 April 2024
  8. Population Health Model Predicting the Long-Term Impact of Sotatercept on Morbidity and Mortality in Patients with Pulmonary Arterial Hypertension (PAH)

    Introduction

    Pulmonary arterial hypertension (PAH) is a rare, progressive disease associated with significant morbidity and mortality. The phase 3...

    Vallerie McLaughlin, Adnan Alsumali, ... Marius M. Hoeper in Advances in Therapy
    Article Open access 18 October 2023
  9. Prognostic factors and prediction model for 1-year mortality after proximal humeral fracture

    Summary

    The goal was to investigate if patient characteristics can be used to predict 1-year post-fracture mortality after proximal humeral fracture...

    Bastiaan Van Grootven, Sigrid Janssens, ... Marian Dejaeger in Archives of Osteoporosis
    Article 23 May 2023
  10. Risk prediction model for mortality in microscopic polyangiitis: multicentre REVEAL cohort study

    Background

    To establish refined risk prediction models for mortality in patients with microscopic polyangiitis (MPA) by using comprehensive clinical...

    Takuya Kotani, Shogo Matsuda, ... Tohru Takeuchi in Arthritis Research & Therapy
    Article Open access 20 November 2023
  11. A novel nomogram model to predict in-hospital mortality in patients with acute type A aortic dissection after surgery

    Background

    Acute type A aortic dissection is a dangerous disease that threatens public health. In recent years, with the progress of medical...

    Yifei Zhou, Rui Fan, ... **n Chen in Journal of Cardiothoracic Surgery
    Article Open access 24 June 2024
  12. Heparin Therapy and Mortality in Patients with Sepsis: An Observational Study Using a Marginal Structural Cox Model Based on MIMIC-IV Database

    Introduction

    Although heparin has been widely used in clinical practice, its effect on mortality in sepsis is still controversial. This study aimed to...

    Meng Jiang, **ao-peng Wu, ... **ao-feng Yang in Intensive Care Research
    Article Open access 25 June 2024
  13. A generalizable and interpretable model for mortality risk stratification of sepsis patients in intensive care unit

    Purpose

    This study aimed to construct a mortality model for the risk stratification of intensive care unit (ICU) patients with sepsis by applying a...

    **hu Zhuang, Haofan Huang, ... **axia Yu in BMC Medical Informatics and Decision Making
    Article Open access 15 September 2023
  14. Construction of a mortality risk prediction model for patients with acute diquat poisoning based on clinically accessible data

    Background

    To examine the risk factors associated with mortality in individuals suffering from acute diquat poisoning and to develop an effective...

    Article Open access 21 May 2024
  15. Demographic Indicators of Probability Models

    Abstract

    Describing mortality dynamics using average indicators without considering variability can yield average results, impeding the analysis of...

    G. A. Shilovsky, A. V. Seliverstov in Advances in Gerontology
    Article 01 September 2023
  16. Develo** a mortality risk prediction model using data of 3663 hospitalized COVID-19 patients: a retrospective cohort study in an Egyptian University Hospital

    Purpose

    Since the declaration of COVID-19 as a pandemic, a wide between-country variation was observed regarding in-hospital mortality and its...

    Sahar Kandil, Ayman I. Tharwat, ... Mahmoud El-Meteini in BMC Pulmonary Medicine
    Article Open access 07 February 2023
  17. Clinical characteristics and mortality risk prediction model in children with acute myocarditis

    Background

    Acute myocarditis (AMC) can cause poor outcomes or even death in children. We aimed to identify AMC risk factors and create a mortality...

    Shi-**n Zhuang, Peng Shi, ... Guo-Ying Huang in World Journal of Pediatrics
    Article Open access 15 November 2022
  18. Development and validation of a nomogram model for all-cause mortality risk in patients with chronic heart failure and atrial fibrillation

    Background

    As the global aging process continues to accelerate, heart failure (HF) has become an important cause of increased morbidity and mortality...

    Lin Guan, Chuan-He Wang, ... Zhi-Jun Sun in BMC Geriatrics
    Article Open access 29 May 2024
  19. Predicting mortality in acutely hospitalised older patients: the impact of model dimensionality

    Background

    The prediction of long-term mortality following acute illness can be unreliable for older patients, inhibiting the delivery of targeted...

    Alex Tsui, Petru-Daniel Tudosiu, ... Parashkev Nachev in BMC Medicine
    Article Open access 08 January 2023
  20. Comparing methods to predict baseline mortality for excess mortality calculations

    Background

    The World Health Organization (WHO)’s excess mortality estimates presented in May 2022 stirred controversy, due in part to the high...

    Article Open access 18 October 2023
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