AIMC Topic: Logistic Models

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Classification Models for COVID-19 Test Prioritization in Brazil: Machine Learning Approach.

Journal of medical Internet research Apr 8, 2021
BACKGROUND: Controlling the COVID-19 outbreak in Brazil is a challenge due to the population's size and urban density, inefficient maintenance of social distancing and testing strategies, and limited availability of testing resources.
SARS-CoV-2 Brazil Logistic Models Support Vector Machine COVID-19 Testing Humans Machine Learning COVID-19
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Prediction of eating disorder treatment response trajectories via machine learning does not improve performance versus a simpler regression approach.

The International journal of eating disorders Apr 2, 2021
OBJECTIVE: Patterns of response to eating disorder (ED) treatment are heterogeneous. Advance knowledge of a patient's expected course may inform precision medicine for ED treatment. This study explored the feasibility of applying machine learning to ...
Logistic Models Feeding and Eating Disorders Humans Machine Learning Adult Adolescent ROC Curve Female Hospitalization
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Machine learning approaches to constructing predictive models of vitamin D deficiency in a hypertensive population: a comparative study.

Informatics for health & social care Apr 1, 2021
Given the association between vitamin D deficiency and risk for cardiovascular disease, we used machine learning approaches to establish a model to predict the probability of deficiency. Determination of serum levels of 25-hydroxy vitamin D (25(OH)D...
Algorithms Logistic Models Support Vector Machine Vitamin D Deficiency Humans Machine Learning Bayes Theorem
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Predictors of 30-Day Mortality Among Dutch Patients Undergoing Colorectal Cancer Surgery, 2011-2016.

JAMA network open Apr 1, 2021
IMPORTANCE: Quality improvement programs for colorectal cancer surgery have been introduced with benchmarking based on quality indicators, such as mortality. Detailed (pre)operative characteristics may offer relevant information for proper case-mix c...
Intensive Care Units Female Risk Factors Aged Humans Machine Learning Male Middle Aged Comorbidity Length of Stay Logistic Models Aged, 80 and over Pulmonary Disease, Chronic Obstructive Asthma Colorectal Neoplasms Multivariate Analysis Mortality Myocardial Infarction Hypertension Netherlands Support Vector Machine Patient Readmission Area Under Curve Colectomy Laparoscopy
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A machine learning-based pulmonary venous obstruction prediction model using clinical data and CT image.

International journal of computer assisted radiology and surgery Mar 31, 2021
PURPOSE: In this study, we try to consider the most common type of total anomalous pulmonary venous connection and established a machine learning-based prediction model for postoperative pulmonary venous obstruction by using clinical data and CT imag...
Predictive Value of Tests Humans Area Under Curve Neural Networks, Computer Vascular Diseases Tomography, X-Ray Computed Machine Learning Pulmonary Veins Lung ROC Curve Logistic Models
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Development and performance of CUHAS-ROBUST application for pulmonary rifampicin-resistance tuberculosis screening in Indonesia.

PloS one Mar 25, 2021
BACKGROUND AND OBJECTIVES: Diagnosis of Pulmonary Rifampicin Resistant Tuberculosis (RR-TB) with the Drug-Susceptibility Test (DST) is costly and time-consuming. Furthermore, GeneXpert for rapid diagnosis is not widely available in Indonesia. This st...
Middle Aged ROC Curve Logistic Models Area Under Curve Antibiotics, Antitubercular Humans Indonesia Adult Neural Networks, Computer Tuberculosis Drug Resistance, Bacterial Sensitivity and Specificity Mycobacterium tuberculosis Female Cross-Sectional Studies Rifampin Male
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Evaluation of supervised machine-learning methods for predicting appearance traits from DNA.

Forensic science international. Genetics Mar 23, 2021
The prediction of human externally visible characteristics (EVCs) based solely on DNA information has become an established approach in forensic and anthropological genetics in recent years. While for a large set of EVCs, predictive models have alrea...
Hair Color Genetic Markers Humans Datasets as Topic Eye Color Machine Learning Skin Pigmentation Algorithms Phenotype Forensic Genetics Polymorphism, Single Nucleotide Logistic Models DNA
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Mixed-data deep learning in repeated predictions of general medicine length of stay: a derivation study.

Internal and emergency medicine Mar 16, 2021
The accurate prediction of likely discharges and estimates of length of stay (LOS) aid in effective hospital administration and help to prevent access block. Machine learning (ML) may be able to help with these tasks. For consecutive patients admitte...
Humans Deep Learning Length of Stay Time Factors Logistic Models ROC Curve Area Under Curve Primary Health Care Statistics as Topic
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Machine learning analysis of gene expression profile reveals a novel diagnostic signature for osteoporosis.

Journal of orthopaedic surgery and research Mar 15, 2021
BACKGROUND: Osteoporosis (OP) is increasingly prevalent with the aging of the world population. It is urgent to identify efficient diagnostic signatures for the clinical application.
RNA, Messenger Male Logistic Models Gene Expression Profiling Humans Potassium Channels Lymphocyte Specific Protein Tyrosine Kinase p56(lck) Transcriptome Machine Learning CD5 Antigens Signaling Lymphocytic Activation Molecule Family Protein Interaction Maps Osteoporosis Female
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Construction and validation of a machine learning-based nomogram: A tool to predict the risk of getting severe coronavirus disease 2019 (COVID-19).

Immunity, inflammation and disease Mar 13, 2021
BACKGROUND: Identifying patients who may develop severe coronavirus disease 2019 (COVID-19) will facilitate personalized treatment and optimize the distribution of medical resources.
Area Under Curve Calibration Adult Sensitivity and Specificity Male Middle Aged Logistic Models Nomograms Models, Theoretical Risk Assessment ROC Curve Female SARS-CoV-2 Risk Factors Aged COVID-19 Decision Support Techniques Prospective Studies Retrospective Studies Humans Machine Learning Pandemics
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