Multimodal machine learning in precision health: A scoping review

A Kline, H Wang, Y Li, S Dennis, M Hutch, Z Xu… - npj Digital …, 2022 - nature.com
… clear clinical deployment strategies, FDA-approval, and analysis … and patient cohorts of the
papers included in this review. … Limitations to multimodal fusion implementation are stratified

A scoping review of the Clinical Frailty Scale

S Church, E Rogers, K Rockwood, O Theou - BMC geriatrics, 2020 - Springer
… Frailty was introduced nearly three decades ago to the geriatric medicine literature as a
method of understanding and discerning the complex health status of older adults. Frailty is …

Risk stratification of patients admitted to hospital with covid-19 using the ISARIC WHO Clinical Characterisation Protocol: development and validation of the 4C …

SR Knight, A Ho, R Pius, I Buchan, G Carson… - bmj, 2020 - bmj.com
… , with stratification of the validation cohort by geographical … risk stratification scores were
identified through a systematic … clear methods and tested it against existing risk stratification

Systematic evaluation and external validation of 22 prognostic models among hospitalised adults with COVID-19: an observational cohort study

RK Gupta, M Marks, THA Samuels… - European …, 2020 - Eur Respiratory Soc
… We used a published living systematic review to identify all … recommended methods of
external validation incorporating … in this study offer incremental value for patient stratification to …

External validation of deep learning algorithms for radiologic diagnosis: a systematic review

AC Yu, B Mohajer, J Eng - Radiology: Artificial Intelligence, 2022 - pubs.rsna.org
… In this systematic review of external validation of DL for radiologic diagnosis, we found that
81… Assessing the accuracy of a deep learning method to risk stratify indeterminate pulmonary …

Artificial intelligence in emergency medicine: a scoping review

A Kirubarajan, A Taher, S Khan… - Journal of the American …, 2020 - Wiley Online Library
… probabilities for risk stratification and decisionmaking. … a conventional systematic review,
the scoping methodology … sets and require further validation in controlled clinical trials. …

Body mass index and all‐cause mortality in older adults: a scoping review of observational studies

AA Javed, R Aljied, DJ Allison, LN Anderson… - Obesity …, 2020 - Wiley Online Library
… Ethics approval was not required for this research. … The comprehensive search strategies
for each database are … Collider-stratification bias has been proposed as an explanation …

Establishment and validation of a risk prediction model for early diabetic kidney disease based on a systematic review and meta-analysis of 20 cohorts

W Jiang, J Wang, X Shen, W Lu, Y Wang, W Li… - Diabetes …, 2020 - Am Diabetes Assoc
… DKD in four risk groups stratified by risk score in the validation cohort. C: Kaplan-… method
to integrate these studies. High-quality systematic review and meta-analysis is a proven method

Comparative validation of breast cancer risk prediction models and projections for future risk stratification

P Pal Choudhury, AN Wilcox, MN Brook… - JNCI: Journal of the …, 2020 - academic.oup.com
… Cancer Cohort Consortium analysis (iCARE-BPC3) and another based on a literature review
(… comparative model evaluation across multiple cohorts using uniform methodology (27). …

[HTML][HTML] The impact of wearable technologies in health research: scoping review

S Huhn, M Axt, HC Gunga, MA Maggioni… - JMIR mHealth and …, 2022 - mhealth.jmir.org
Methods: We performed a scoping review to understand … validity of commercially available
wearable devices for measuring steps, energy expenditure, and heart rate: systematic review. …