Evidence map›Paper›PMID 40110621›Full record

ArticleJournal of clinical sleep medicine : JCSM : official publication of the American Academy of Sleep Medicine2025

An approach to improving efficiency of actigraphy data in research: use of statistical software to facilitate batch import.

Onyekachi S Ezeokeke, Janelle M Fine, Jennifer L Martin, Prerna Gupta, Atul Malhotra, Melissa P Knauert, Erica B Feldman, Biren B Kamdar

Abstract read
In one paragraph

Article in Journal of clinical sleep medicine : JCSM : official publication of the American Academy of Sleep Medicine, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

8 authors.

Onyekachi S EzeokekeSchool of Biological Sciences, University of California, San Diego, La Jolla, California.
Janelle M FineDivision of Pulmonary, Critical Care and Sleep Medicine, University of California, San Diego School of Medicine, La Jolla, California.
Jennifer L MartinGeriatric Research, Education and Clinical Center, VA Greater Los Angeles Healthcare System, Los Angeles, California.
Prerna GuptaDivision of Cardiology, Department of Medicine, University of Colorado Anschutz Medical Campus, Aurora, Colorado.
Atul MalhotraDivision of Pulmonary, Critical Care and Sleep Medicine, University of California, San Diego School of Medicine, La Jolla, California.
Melissa P KnauertSection of Pulmonary, Critical Care and Sleep Medicine, Department of Internal Medicine, Yale School of Medicine, New Haven, Connecticut.
Erica B FeldmanDivision of Pulmonary, Critical Care and Sleep Medicine, University of California, San Diego School of Medicine, La Jolla, California.
Biren B KamdarDivision of Pulmonary, Critical Care and Sleep Medicine, University of California, San Diego School of Medicine, La Jolla, California.

Funding

UCLA Clinical and Translational Science InstituteUL1TR000124 · NCATS · UNIVERSITY OF CALIFORNIA LOS ANGELES · PI DUBINETT, STEVEN M. · 2012 to 2015
$57.0M
POSTGRADUATE TRAINING IN CARDIOVASCULAR RESEARCHT32HL007822 · NHLBI · UNIVERSITY OF COLORADO DENVER · PI BUTTRICK, PETER N., LEINWAND, LESLIE ANNE · 1996 to 2023
$6.2M
Is Obstructive Sleep Apnea Important in the Development of Alzheimer's DiseaseR01AG063925 · NIA · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI MALHOTRA, ATUL · 2020 to 2024
$3.7M
Underlying mechanisms of obesity-induced obstructive sleep apneaR01HL148436 · NHLBI · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI Atul Malhotra · 2020 to 2026
$3.4M
Sleep Apnea Endophenotypes: One Size Does Not Fit AllR01HL154926 · NHLBI · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI MALHOTRA, ATUL · 2021 to 2025
$3.3M
The cardiovascular consequences of sleep apnea plus COPD (Overlap syndrome)R01HL166485 · NHLBI · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI Atul Malhotra · 2023 to 2026
$3.1M
VentNet: A Real-Time Multimodal Data Integration Model for Prediction of Respiratory Failure in Patients with COVID-19R01HL157985 · NHLBI · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI MALHOTRA, ATUL, NEMATI, SHAMIM · 2022 to 2025
$2.9M
Novel Arm Restraint For Critically Ill Patients To Reduce Immobility, Sedation, Agitation and Cognitive ImpairmentR42AG059451 · NIA · HEALTHY DESIGN, LTD. CO. · PI NEEDHAM, DALE MURRAY, STAPLETON, RENEE D · 2018 to 2020
$2.3M
Developing a Diverse Next Generation of Leaders in Respiratory ScienceT32HL166127 · NHLBI · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI Laura Elise Crotty Alexander, Atul Malhotra · 2023 to 2026
$1.6M
Multicomponent intervention to improve delirium and sleep-wake rhythms in older ICU patientsK76AG059936 · NIA · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI KAMDAR, BIREN BHARAT · 2018 to 2022
$1.4M
Sleep health in special populationsK24HL143055 · NHLBI · UNIVERSITY OF CALIFORNIA LOS ANGELES · PI MARTIN, JENNIFER L · 2018 to 2025
$898k
Circadian Rhythm as a Novel Therapeutic Target in the Intensive Care UnitK23HL138229 · NHLBI · YALE UNIVERSITY · PI KNAUERT, MELISSA P · 2018 to 2021
$746k
NCATS NIH HHS UL1 TR000124NHLBI NIH HHS K23 HL138229NHLBI NIH HHS K24 HL143055NHLBI NIH HHS R01 HL148436NHLBI NIH HHS R01 HL154926NHLBI NIH HHS R01 HL157985NHLBI NIH HHS R01 HL166485NHLBI NIH HHS T32 HL007822NHLBI NIH HHS T32 HL166127NIA NIH HHS K76 AG059936NIA NIH HHS R01 AG063925NIA NIH HHS R42 AG059451
6 · The paper itself

Abstract

Despite the recent discontinuation of Philips Actiwatch devices, volumes of actigraphy data remain unanalyzed, and these and similar devices continue to be used for clinical and research applications. In this report, we present a Stata "do"-file that automates the process of importing and appending raw data files downloaded from Philips Actiware software. For example, in less than 60 seconds, our do-file imported, appended, and cleaned 189,596 epochs of data from raw 48-hour actigraphy data files of 35 critically ill patients, yielding a single unified dataset with usable variables ready for analysis. Portable and scalable, this approach can facilitate error-free generation of single- or multi-day actigraphy datasets from an unlimited number of patients. Although designed for Stata, this simple executable file can be adapted for other data platforms and applied to new and existing actigraphy data files and modified as needed for other actigraphy-based efforts. CITATION: Ezeokeke OS, Fine JM, Martin JL, et al. An approach to improving efficiency of actigraphy data in research: use of statistical software to facilitate batch import.

Indexed as

ActigraphySoftwareHumansactigraphydata collectionSTATA

Identifiers

PMID40110621
PMCPMC12225285

What OpenQuestion holds

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LicenceTDM
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.