Literature DB >> 33442577

The Path Forward for Digital Measures: Suppressing the Desire to Compare Apples and Pineapples.

Carrie R Houts1, Bray Patrick-Lake2, Ieuan Clay2, R J Wirth1.   

Abstract

Digital measures are becoming more prevalent in clinical development. Methods for robust evaluation are increasingly well defined, yet the primary barrier for digital measures to transition beyond exploratory usage often relies on a comparison to the existing standards. This article focuses on how researchers should approach the complex issue of comparing across assessment modalities. We discuss comparisons of subjective versus objective assessments, or performance-based versus behavioral measures, and we pay particular attention to the situation where the expected association may be poor or nonlinear. We propose that, rather than seeking to replace the standard, research should focus on a structured understanding of how the new measure augments established assessments, with the ultimate goal of developing a more complete understanding of what is meaningful to patients.
Copyright © 2020 by S. Karger AG, Basel.

Entities:  

Keywords:  Digital data; Digital measures; Patient-reported outcomes; Validation

Year:  2020        PMID: 33442577      PMCID: PMC7768118          DOI: 10.1159/000511586

Source DB:  PubMed          Journal:  Digit Biomark        ISSN: 2504-110X


  42 in total

1.  Are patient-reported outcomes of physical function a valid substitute for objective measurements?

Authors:  J A J Douma; H M W Verheul; L M Buffart
Journal:  Curr Oncol       Date:  2018-10-31       Impact factor: 3.677

2.  Measurement of itch using actigraphy in pediatric and adult populations.

Authors:  Carol Bringhurst; Karen Waterston; Olivia Schofield; Kenneth Benjamin; Jonathan L Rees
Journal:  J Am Acad Dermatol       Date:  2004-12       Impact factor: 11.527

3.  Machine Learning Algorithms Can Use Wearable Sensor Data to Accurately Predict Six-Week Patient-Reported Outcome Scores Following Joint Replacement in a Prospective Trial.

Authors:  Stefano A Bini; Romil F Shah; Ilya Bendich; Joseph T Patterson; Kevin M Hwang; Musa B Zaid
Journal:  J Arthroplasty       Date:  2019-07-24       Impact factor: 4.757

Review 4.  Digital Measures That Matter to Patients: A Framework to Guide the Selection and Development of Digital Measures of Health.

Authors:  Christine Manta; Bray Patrick-Lake; Jennifer C Goldsack
Journal:  Digit Biomark       Date:  2020-09-15

5.  Actigraphy assessment of sleep disturbance in patients with atopic dermatitis: an objective life quality measure.

Authors:  Bruce G Bender; Susan B Leung; Donald Y M Leung
Journal:  J Allergy Clin Immunol       Date:  2003-03       Impact factor: 10.793

Review 6.  Single-patient (n-of-1) trials: a pragmatic clinical decision methodology for patient-centered comparative effectiveness research.

Authors:  Naihua Duan; Richard L Kravitz; Christopher H Schmid
Journal:  J Clin Epidemiol       Date:  2013-08       Impact factor: 6.437

7.  The Itch-Scratch Cycle: A Review of the Mechanisms.

Authors:  Giulia Rinaldi
Journal:  Dermatol Pract Concept       Date:  2019-04-30

8.  Predicting mild cognitive impairment from spontaneous spoken utterances.

Authors:  Meysam Asgari; Jeffrey Kaye; Hiroko Dodge
Journal:  Alzheimers Dement (N Y)       Date:  2017-02-27

9.  Digital Biomarkers of Social Anxiety Severity: Digital Phenotyping Using Passive Smartphone Sensors.

Authors:  Berta Summers; Nicholas C Jacobson; Sabine Wilhelm
Journal:  J Med Internet Res       Date:  2020-05-29       Impact factor: 5.428

10.  Continuous Digital Monitoring of Walking Speed in Frail Elderly Patients: Noninterventional Validation Study and Longitudinal Clinical Trial.

Authors:  Arne Mueller; Holger Alfons Hoefling; Amir Muaremi; Jens Praestgaard; Lorcan C Walsh; Ola Bunte; Roland Martin Huber; Julian Fürmetz; Alexander Martin Keppler; Matthias Schieker; Wolfgang Böcker; Ronenn Roubenoff; Sophie Brachat; Daniel S Rooks; Ieuan Clay
Journal:  JMIR Mhealth Uhealth       Date:  2019-11-27       Impact factor: 4.773

View more
  5 in total

1.  The Future of Digital Health: Meeting Report.

Authors:  Priya Kumar; Ieuan Clay
Journal:  Digit Biomark       Date:  2021-04-16

Review 2.  Digital Biomarkers in Psychiatric Research: Data Protection Qualifications in a Complex Ecosystem.

Authors:  Andrea Parziale; Deborah Mascalzoni
Journal:  Front Psychiatry       Date:  2022-06-09       Impact factor: 5.435

3.  Measuring Health-Related Quality of Life With Multimodal Data: Viewpoint.

Authors:  Ieuan Clay; Francesca Cormack; Szymon Fedor; Luca Foschini; Giovanni Gentile; Chris van Hoof; Priya Kumar; Florian Lipsmeier; Akane Sano; Benjamin Smarr; Benjamin Vandendriessche; Valeria De Luca
Journal:  J Med Internet Res       Date:  2022-05-26       Impact factor: 7.076

Review 4.  Evaluation, Acceptance, and Qualification of Digital Measures: From Proof of Concept to Endpoint.

Authors:  Jennifer C Goldsack; Ariel V Dowling; David Samuelson; Bray Patrick-Lake; Ieuan Clay
Journal:  Digit Biomark       Date:  2021-03-23

5.  Estimating the Burden of Influenza-like Illness on Daily Activity at the Population Scale Using Commercial Wearable Sensors.

Authors:  Aziz Mezlini; Allison Shapiro; Eric J Daza; Eamon Caddigan; Ernesto Ramirez; Tim Althoff; Luca Foschini
Journal:  JAMA Netw Open       Date:  2022-05-02
  5 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.