4.4 Article

AutoScore: A Machine Learning-Based Automatic Clinical Score Generator and Its Application to Mortality Prediction Using Electronic Health Records

相关参考文献

注意:仅列出部分参考文献,下载原文获取全部文献信息。
Article Computer Science, Artificial Intelligence

The importance of interpretability and visualization in machine learning for applications in medicine and health care

Alfredo Vellido

NEURAL COMPUTING & APPLICATIONS (2020)

Article Computer Science, Artificial Intelligence

Stop explaining black box machine learning models for high stakes decisions and use interpretable models instead

Cynthia Rudin

NATURE MACHINE INTELLIGENCE (2019)

Review Mathematical & Computational Biology

Variable selection - A review and recommendations for the practicing statistician

Georg Heinze et al.

BIOMETRICAL JOURNAL (2018)

Article Computer Science, Information Systems

Comparison of variable selection methods for clinical predictive modeling

L. Nelson Sanchez-Pinto et al.

INTERNATIONAL JOURNAL OF MEDICAL INFORMATICS (2018)

Review Emergency Medicine

The HEART score: A guide to its application in the emergency department

William Brady et al.

TURKISH JOURNAL OF EMERGENCY MEDICINE (2018)

Article Health Care Sciences & Services

Scalable and accurate deep learning with electronic health records

Alvin Rajkomar et al.

NPJ DIGITAL MEDICINE (2018)

Review Computer Science, Information Systems

Opportunities and challenges in developing risk prediction models with electronic health records data: a systematic review

Benjamin A. Goldstein et al.

JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION (2017)

Article Oncology

Development of scoring system for risk stratification in clinical medicine: a step-by-step tutorial

Zhongheng Zhang et al.

ANNALS OF TRANSLATIONAL MEDICINE (2017)

Article Medical Informatics

FAM-FACE-SG: a score for risk stratification of frequent hospital admitters

Lian Leng Low et al.

BMC MEDICAL INFORMATICS AND DECISION MAKING (2017)

Article Health Care Sciences & Services

Assessing the reporting of categorised quantitative variables in observational epidemiological studies

Onkabetse V. Mabikwa et al.

BMC HEALTH SERVICES RESEARCH (2017)

Article Mathematical & Computational Biology

A new test and graphical tool to assess the goodness of fit of logistic regression models

Giovanni Nattino et al.

STATISTICS IN MEDICINE (2016)

Article Health Care Sciences & Services

A tutorial on variable selection for clinical prediction models: feature selection methods in data mining could improve the results

Farideh Bagherzadeh-Khiabani et al.

JOURNAL OF CLINICAL EPIDEMIOLOGY (2016)

Article Multidisciplinary Sciences

MIMIC-III, a freely accessible critical care database

Alistair E. W. Johnson et al.

SCIENTIFIC DATA (2016)

Article Medical Informatics

Predictive modeling of structured electronic health records for adverse drug event detection

Jing Zhao et al.

BMC MEDICAL INFORMATICS AND DECISION MAKING (2015)

Review Hematology

Diagnostic and prognostic prediction models

J. M. T. Hendriksen et al.

JOURNAL OF THROMBOSIS AND HAEMOSTASIS (2013)

Editorial Material Medicine, General & Internal

NEWSDIG: The National Early Warning Score Development and Implementation Group

Mike Jones

CLINICAL MEDICINE (2012)

Article Critical Care Medicine

Derivation of a cardiac arrest prediction model using ward vital signs

Matthew M. Churpek et al.

CRITICAL CARE MEDICINE (2012)

Article Critical Care Medicine

ViEWS-Towards a national early warning score for detecting adult inpatient deterioration

David R. Prytherch et al.

RESUSCITATION (2010)

Article Health Care Sciences & Services

Categorizing continuous variables resulted in different predictors in a prognostic model for nonspecific neck pain

Jasper M. Schellingerhout et al.

JOURNAL OF CLINICAL EPIDEMIOLOGY (2009)

Review Health Care Sciences & Services

Review: A gentle introduction to imputation of missing values

A. Rogier T. Donders et al.

JOURNAL OF CLINICAL EPIDEMIOLOGY (2006)

Article Statistics & Probability

Bootstrap methods for developing predictive models

PC Austin et al.

AMERICAN STATISTICIAN (2004)

Article Mathematical & Computational Biology

Presentation of multivariate data for clinical use: The Framingham Study risk score functions

LM Sullivan et al.

STATISTICS IN MEDICINE (2004)