AIMC Topic: Hospitalization

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Machine learning model for classification of predominantly allergic and non-allergic asthma among preschool children with asthma hospitalization.

The Journal of asthma : official journal of the Association for the Care of Asthma Apr 7, 2022
OBJECTIVE: Asthma is the most frequent chronic airway illness in preschool children and is difficult to diagnose due to the disease's heterogeneity. This study aimed to investigate different machine learning models and suggested the most effective on...
Child, Preschool Chronic Disease Azithromycin Budesonide Humans Machine Learning Hospitalization Asthma
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Factors associated with COVID-19 lethality in a hospital in the Cajamarca region in Peru.

Revista peruana de medicina experimental y salud publica Apr 1, 2022
OBJECTIVE.: To identify the clinical and epidemiological characteristics related to lethality in patients hospitalized for COVID-19 at the Simón Bolívar Hospital in Cajamarca, during June-August 2020.
Middle Aged Hospitals Hospital Mortality COVID-19 Testing Ivermectin Peru SARS-CoV-2 Risk Factors Hospitalization Aged Humans COVID-19 Retrospective Studies
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A Broad Learning System to Predict the 28-Day Mortality of Patients Hospitalized with Community-Acquired Pneumonia: A Case-Control Study.

Computational and mathematical methods in medicine Mar 4, 2022
This study was to conduct a model based on the broad learning system (BLS) for predicting the 28-day mortality of patients hospitalized with community-acquired pneumonia (CAP). A total of 1,210 eligible CAP cases from Chifeng Municipal Hospital were ...
Risk Factors Hospitalization Aged Male Middle Aged Case-Control Studies China Computational Biology Neural Networks, Computer Machine Learning Retrospective Studies Female Humans Pneumonia Community-Acquired Infections Epidemiological Models
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Estimation and Prediction of Hospitalization and Medical Care Costs Using Regression in Machine Learning.

Journal of healthcare engineering Mar 2, 2022
Medical costs are one of the most common recurring expenses in a person's life. Based on different research studies, BMI, ageing, smoking, and other factors are all related to greater personal medical care costs. The estimates of the expenditures of ...
Bayes Theorem Health Care Costs Humans Machine Learning Hospitalization Obesity
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Evolution of hospitalized patient characteristics through the first three COVID-19 waves in Paris area using machine learning analysis.

PloS one Feb 22, 2022
Characteristics of patients at risk of developing severe forms of COVID-19 disease have been widely described, but very few studies describe their evolution through the following waves. Data was collected retrospectively from a prospectively maintain...
Models, Biological Paris Aged, 80 and over Adult Male Middle Aged Risk Factors Hospitalization Aged Humans Machine Learning COVID-19 Prospective Studies Female SARS-CoV-2
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COVID-19 IgG/IgM patterns, early IL-6 elevation and long-term radiological sequelae in 75 patients hospitalized due to interstitial pneumonia followed up from 3 to 12 months.

PloS one Feb 22, 2022
BACKGROUND: COVID-19 pandemic resulted in about 165 million infections and 3.4 million deaths all over the world across 15 months. The most severe clinical presentation of COVID-19 diseases is interstitial pneumonia.
COVID-19 Drug Treatment Immunoglobulin M Humans COVID-19 Interleukin-6 Immunoglobulin G Adult Male Antibodies, Viral Follow-Up Studies Tomography, X-Ray Computed Female SARS-CoV-2 Hospitalization
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On the explainability of hospitalization prediction on a large COVID-19 patient dataset.

AMIA ... Annual Symposium proceedings. AMIA Symposium Feb 21, 2022
We develop various AI models to predict hospitalization on a large (over 110k) cohort of COVID-19 positive-tested US patients, sourced from March 2020 to February 2021. Models range from Random Forest to Neural Network (NN) and Time Convolutional NN,...
COVID-19 Hospitalization Cohort Studies Humans Neural Networks, Computer
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Early identification of patients admitted to hospital for covid-19 at risk of clinical deterioration: model development and multisite external validation study.

BMJ (Clinical research ed.) Feb 17, 2022
OBJECTIVE: To create and validate a simple and transferable machine learning model from electronic health record data to accurately predict clinical deterioration in patients with covid-19 across institutions, through use of a novel paradigm for mode...
COVID-19 Prognosis Retrospective Studies Electronic Health Records Humans Machine Learning Linear Models Clinical Deterioration Clinical Decision Rules Male Middle Aged Risk Assessment Hospitals Adolescent ROC Curve Predictive Value of Tests Area Under Curve Aged Aged, 80 and over Young Adult Adult Female SARS-CoV-2 Hospitalization
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Machine learning-based prediction of critical illness in children visiting the emergency department.

PloS one Feb 17, 2022
OBJECTIVES: Triage is an essential emergency department (ED) process designed to provide timely management depending on acuity and severity; however, the process may be inconsistent with clinical and hospitalization outcomes. Therefore, studies have ...
Infant Child, Preschool Child ROC Curve Hospitalization Cross-Sectional Studies Male Triage Emergency Service, Hospital Humans Machine Learning Databases, Factual Critical Illness Republic of Korea Female
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Framework for Integrating Equity Into Machine Learning Models: A Case Study.

Chest Feb 7, 2022
Predictive analytic models leveraging machine learning methods increasingly have become vital to health care organizations hoping to improve clinical outcomes and the efficiency of care delivery for all patients. Unfortunately, predictive models coul...
Machine Learning Algorithms Hospitalization Predictive Value of Tests Humans
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