Feasibility and acceptability of collecting passive phone usage and sensor data via Apple SensorKit

Privacy is a growing concern in mobile health research, particularly regarding passive data. Apple SensorKit provides a novel platform for collecting phone and wearable usage and sensor data, however the acceptability and feasibility of collecting these sensitive data to research subjects remain unk...

Full description

Saved in:
Bibliographic Details
Published inPloS one Vol. 20; no. 8; p. e0329707
Main Authors Funk, Courtney, Zhao, Zhuo, Horwitz, Adam G., Fang, Yu, Pereira-Lima, Karina, Kheterpal, Vik, Sen, Srijan, Frank, Elena
Format Journal Article
LanguageEnglish
Published United States Public Library of Science 13.08.2025
Public Library of Science (PLoS)
Subjects
Online AccessGet full text
ISSN1932-6203
1932-6203
DOI10.1371/journal.pone.0329707

Cover

Loading…
Abstract Privacy is a growing concern in mobile health research, particularly regarding passive data. Apple SensorKit provides a novel platform for collecting phone and wearable usage and sensor data, however the acceptability and feasibility of collecting these sensitive data to research subjects remain unknown. To address this gap, we piloted the SensorKit platform as part of the longitudinal Intern Health Study . Unlike prior research on digital privacy, which has often relied on small samples, this study leverages a large and demographically diverse cohort of US medical residents to explore racial and ethnic differences in the acceptability of passive sensor data collection. Findings demonstrate that successful enrollment and retention rates can be achieved in a longitudinal e-Cohort study that collects SensorKit data, however lower opt-in rates among racial minorities suggest the need for further evaluation of the equity implications around specific data types in mobile health research.
AbstractList Privacy is a growing concern in mobile health research, particularly regarding passive data. Apple SensorKit provides a novel platform for collecting phone and wearable usage and sensor data, however the acceptability and feasibility of collecting these sensitive data to research subjects remain unknown. To address this gap, we piloted the SensorKit platform as part of the longitudinal Intern Health Study . Unlike prior research on digital privacy, which has often relied on small samples, this study leverages a large and demographically diverse cohort of US medical residents to explore racial and ethnic differences in the acceptability of passive sensor data collection. Findings demonstrate that successful enrollment and retention rates can be achieved in a longitudinal e-Cohort study that collects SensorKit data, however lower opt-in rates among racial minorities suggest the need for further evaluation of the equity implications around specific data types in mobile health research.
Privacy is a growing concern in mobile health research, particularly regarding passive data. Apple SensorKit provides a novel platform for collecting phone and wearable usage and sensor data, however the acceptability and feasibility of collecting these sensitive data to research subjects remain unknown. To address this gap, we piloted the SensorKit platform as part of the longitudinal Intern Health Study. Unlike prior research on digital privacy, which has often relied on small samples, this study leverages a large and demographically diverse cohort of US medical residents to explore racial and ethnic differences in the acceptability of passive sensor data collection. Findings demonstrate that successful enrollment and retention rates can be achieved in a longitudinal e-Cohort study that collects SensorKit data, however lower opt-in rates among racial minorities suggest the need for further evaluation of the equity implications around specific data types in mobile health research.
Privacy is a growing concern in mobile health research, particularly regarding passive data. Apple SensorKit provides a novel platform for collecting phone and wearable usage and sensor data, however the acceptability and feasibility of collecting these sensitive data to research subjects remain unknown. To address this gap, we piloted the SensorKit platform as part of the longitudinal Intern Health Study. Unlike prior research on digital privacy, which has often relied on small samples, this study leverages a large and demographically diverse cohort of US medical residents to explore racial and ethnic differences in the acceptability of passive sensor data collection. Findings demonstrate that successful enrollment and retention rates can be achieved in a longitudinal e-Cohort study that collects SensorKit data, however lower opt-in rates among racial minorities suggest the need for further evaluation of the equity implications around specific data types in mobile health research.Privacy is a growing concern in mobile health research, particularly regarding passive data. Apple SensorKit provides a novel platform for collecting phone and wearable usage and sensor data, however the acceptability and feasibility of collecting these sensitive data to research subjects remain unknown. To address this gap, we piloted the SensorKit platform as part of the longitudinal Intern Health Study. Unlike prior research on digital privacy, which has often relied on small samples, this study leverages a large and demographically diverse cohort of US medical residents to explore racial and ethnic differences in the acceptability of passive sensor data collection. Findings demonstrate that successful enrollment and retention rates can be achieved in a longitudinal e-Cohort study that collects SensorKit data, however lower opt-in rates among racial minorities suggest the need for further evaluation of the equity implications around specific data types in mobile health research.
Audience Academic
Author Pereira-Lima, Karina
Funk, Courtney
Sen, Srijan
Kheterpal, Vik
Fang, Yu
Frank, Elena
Zhao, Zhuo
Horwitz, Adam G.
AuthorAffiliation 1 Department of Psychiatry, University of Michigan Medical School, Ann Arbor, Michigan, United States of America
3 Department of Anesthesiology, University of Michigan Medical School, Ann Arbor, Michigan, United States of America
Villanova University, UNITED STATES OF AMERICA
4 CareEvolution, Ann Arbor, Michigan, United States of America
2 Michigan Neuroscience Institute, University of Michigan, Ann Arbor, Michigan, United States of America
AuthorAffiliation_xml – name: 1 Department of Psychiatry, University of Michigan Medical School, Ann Arbor, Michigan, United States of America
– name: Villanova University, UNITED STATES OF AMERICA
– name: 2 Michigan Neuroscience Institute, University of Michigan, Ann Arbor, Michigan, United States of America
– name: 4 CareEvolution, Ann Arbor, Michigan, United States of America
– name: 3 Department of Anesthesiology, University of Michigan Medical School, Ann Arbor, Michigan, United States of America
Author_xml – sequence: 1
  givenname: Courtney
  surname: Funk
  fullname: Funk, Courtney
– sequence: 2
  givenname: Zhuo
  surname: Zhao
  fullname: Zhao, Zhuo
– sequence: 3
  givenname: Adam G.
  orcidid: 0000-0002-6087-7950
  surname: Horwitz
  fullname: Horwitz, Adam G.
– sequence: 4
  givenname: Yu
  surname: Fang
  fullname: Fang, Yu
– sequence: 5
  givenname: Karina
  orcidid: 0000-0003-4313-743X
  surname: Pereira-Lima
  fullname: Pereira-Lima, Karina
– sequence: 6
  givenname: Vik
  surname: Kheterpal
  fullname: Kheterpal, Vik
– sequence: 7
  givenname: Srijan
  surname: Sen
  fullname: Sen, Srijan
– sequence: 8
  givenname: Elena
  orcidid: 0000-0001-7862-9042
  surname: Frank
  fullname: Frank, Elena
BackLink https://www.ncbi.nlm.nih.gov/pubmed/40802659$$D View this record in MEDLINE/PubMed
BookMark eNqNk11v0zAUhiM0xLbCP0AQCQnBRYsdfyS5QtXEoGLSJAbcWieOk7py7Sx2KvbvcbtsatAuUC4cvX7Oe3yOfc6TE-usSpLXGC0wyfGnjRt6C2bRRXmBSFbmKH-WnOGSZHOeIXJy9H-anHu_QYiRgvMXySlFBco4K88SeanA60obHe5SsHUKUqouwKi4JpXOGCWDtm3agfd6p9JuHXOmg4dWHWK8st71aQ0B0p2GdNl1RqU3B_W7Di-T5w0Yr16N6yz5dfnl58W3-dX119XF8mouGSvzOWDJJCb7UjJVl3UNGaKUFCWvaNFwjqqiqSuSS8k55ZzhCuIulRUB3NRIklny9t63M86LsT9ekIyUhDDCy0is7onawUZ0vd5CfyccaHEQXN8K6IOWRgmaoYbjgktMgbKGVbKQKkekwJzUVc6j1-cx21BtVS2VDT2Yiel0x-q1aN1O4IzQEhVZdPgwOvTudlA-iK32UhkDVrlhPHjJKN6j7_5Bny5vpFqIFWjbuJhY7k3FsmCYlozEJzBLFk9Q8avVVst4s42O-iTg4yQgMkH9CS0M3ovVzY__Z69_T9n3R-xagQlr78wQtLN-Cr45bvVjjx-ecQToPSB7532vmkcEI7Gflod2if20iHFayF-uSwVr
Cites_doi 10.1093/jssam/smab035
10.1109/MMUL.2018.011921236
10.1093/poq/nfz007
10.1038/s41386-020-0771-3
10.1177/00936502241273157
10.1146/annurev-clinpsy-032816-044949
10.1093/geront/gny138
10.4324/9781003244677-23
10.1371/journal.pone.0238498
10.1186/s40345-019-0164-x
10.1016/j.ajog.2021.09.041
10.7326/M21-1594
10.1177/2056305117710455
10.1016/S0033-3549(04)50262-5
10.1038/s41746-019-0166-1
10.1186/s12966-019-0792-7
10.3390/s21186085
10.1093/sleep/zsaa159
10.1159/000530698
10.1007/s12160-016-9830-8
10.1001/jama.2020.7858
10.1093/tbm/ibac088
10.2196/15033
ContentType Journal Article
Copyright Copyright: © 2025 Funk et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
COPYRIGHT 2025 Public Library of Science
2025 Funk et al. This is an open access article distributed under the terms of the Creative Commons Attribution License: http://creativecommons.org/licenses/by/4.0/ (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
2025 Funk et al 2025 Funk et al
2025 Funk et al. This is an open access article distributed under the terms of the Creative Commons Attribution License: http://creativecommons.org/licenses/by/4.0/ (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
Copyright_xml – notice: Copyright: © 2025 Funk et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
– notice: COPYRIGHT 2025 Public Library of Science
– notice: 2025 Funk et al. This is an open access article distributed under the terms of the Creative Commons Attribution License: http://creativecommons.org/licenses/by/4.0/ (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
– notice: 2025 Funk et al 2025 Funk et al
– notice: 2025 Funk et al. This is an open access article distributed under the terms of the Creative Commons Attribution License: http://creativecommons.org/licenses/by/4.0/ (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
DBID AAYXX
CITATION
CGR
CUY
CVF
ECM
EIF
NPM
IOV
ISR
3V.
7QG
7QL
7QO
7RV
7SN
7SS
7T5
7TG
7TM
7U9
7X2
7X7
7XB
88E
8AO
8C1
8FD
8FE
8FG
8FH
8FI
8FJ
8FK
ABJCF
ABUWG
AEUYN
AFKRA
ARAPS
ATCPS
AZQEC
BBNVY
BENPR
BGLVJ
BHPHI
C1K
CCPQU
D1I
DWQXO
FR3
FYUFA
GHDGH
GNUQQ
H94
HCIFZ
K9.
KB.
KB0
KL.
L6V
LK8
M0K
M0S
M1P
M7N
M7P
M7S
NAPCQ
P5Z
P62
P64
PATMY
PDBOC
PHGZM
PHGZT
PIMPY
PJZUB
PKEHL
PPXIY
PQEST
PQGLB
PQQKQ
PQUKI
PTHSS
PYCSY
RC3
7X8
5PM
DOA
DOI 10.1371/journal.pone.0329707
DatabaseName CrossRef
Medline
MEDLINE
MEDLINE (Ovid)
MEDLINE
MEDLINE
PubMed
Gale In Context: Opposing Viewpoints
Gale In Context: Science
ProQuest Central (Corporate)
Animal Behavior Abstracts
Bacteriology Abstracts (Microbiology B)
Biotechnology Research Abstracts
Nursing & Allied Health Database
Ecology Abstracts
Entomology Abstracts (Full archive)
Immunology Abstracts
Meteorological & Geoastrophysical Abstracts
Nucleic Acids Abstracts
Virology and AIDS Abstracts
Agricultural Science Collection
Health & Medical Collection
ProQuest Central (purchase pre-March 2016)
Medical Database (Alumni Edition)
ProQuest Pharma Collection
Public Health Database
Technology Research Database
ProQuest SciTech Collection
ProQuest Technology Collection
ProQuest Natural Science Collection
ProQuest Hospital Collection
Hospital Premium Collection (Alumni Edition)
ProQuest Central (Alumni) (purchase pre-March 2016)
Materials Science & Engineering Collection
ProQuest Central (Alumni)
ProQuest One Sustainability
ProQuest Central UK/Ireland
Advanced Technologies & Aerospace Collection
Agricultural & Environmental Science Collection
ProQuest Central Essentials
Biological Science Database
ProQuest Central
Technology Collection
Natural Science Collection
Environmental Sciences and Pollution Management
ProQuest One Community College
ProQuest Materials Science Collection
ProQuest Central
Engineering Research Database
Health Research Premium Collection
Health Research Premium Collection (Alumni)
ProQuest Central Student
AIDS and Cancer Research Abstracts
ProQuest SciTech Premium Collection
ProQuest Health & Medical Complete (Alumni)
Materials Science Database (Proquest)
Nursing & Allied Health Database (Alumni Edition)
Meteorological & Geoastrophysical Abstracts - Academic
ProQuest Engineering Collection
Biological Sciences
Agricultural Science Database
ProQuest Health & Medical Collection
Medical Database
Algology Mycology and Protozoology Abstracts (Microbiology C)
Biological Science Database
Engineering Database
Nursing & Allied Health Premium
Advanced Technologies & Aerospace Database
ProQuest Advanced Technologies & Aerospace Collection
Biotechnology and BioEngineering Abstracts
Environmental Science Database
Materials Science Collection
ProQuest Central Premium
ProQuest One Academic
Publicly Available Content Database
ProQuest Health & Medical Research Collection
ProQuest One Academic Middle East (New)
ProQuest One Health & Nursing
ProQuest One Academic Eastern Edition (DO NOT USE)
ProQuest One Applied & Life Sciences
ProQuest One Academic
ProQuest One Academic UKI Edition
Engineering Collection
Environmental Science Collection
Genetics Abstracts
MEDLINE - Academic
PubMed Central (Full Participant titles)
DOAJ Directory of Open Access Journals
DatabaseTitle CrossRef
MEDLINE
Medline Complete
MEDLINE with Full Text
PubMed
MEDLINE (Ovid)
Agricultural Science Database
Publicly Available Content Database
ProQuest Central Student
ProQuest Advanced Technologies & Aerospace Collection
ProQuest Central Essentials
Nucleic Acids Abstracts
SciTech Premium Collection
Environmental Sciences and Pollution Management
ProQuest One Applied & Life Sciences
ProQuest One Sustainability
Health Research Premium Collection
Meteorological & Geoastrophysical Abstracts
Natural Science Collection
Health & Medical Research Collection
Biological Science Collection
ProQuest Central (New)
ProQuest Medical Library (Alumni)
Engineering Collection
Advanced Technologies & Aerospace Collection
Engineering Database
Virology and AIDS Abstracts
ProQuest Biological Science Collection
ProQuest One Academic Eastern Edition
Agricultural Science Collection
ProQuest Hospital Collection
ProQuest Technology Collection
Health Research Premium Collection (Alumni)
Biological Science Database
Ecology Abstracts
ProQuest Hospital Collection (Alumni)
Biotechnology and BioEngineering Abstracts
Environmental Science Collection
Entomology Abstracts
Nursing & Allied Health Premium
ProQuest Health & Medical Complete
ProQuest One Academic UKI Edition
Environmental Science Database
ProQuest Nursing & Allied Health Source (Alumni)
Engineering Research Database
ProQuest One Academic
Meteorological & Geoastrophysical Abstracts - Academic
ProQuest One Academic (New)
Technology Collection
Technology Research Database
ProQuest One Academic Middle East (New)
Materials Science Collection
ProQuest Health & Medical Complete (Alumni)
ProQuest Central (Alumni Edition)
ProQuest One Community College
ProQuest One Health & Nursing
ProQuest Natural Science Collection
ProQuest Pharma Collection
ProQuest Central
ProQuest Health & Medical Research Collection
Genetics Abstracts
ProQuest Engineering Collection
Biotechnology Research Abstracts
Health and Medicine Complete (Alumni Edition)
ProQuest Central Korea
Bacteriology Abstracts (Microbiology B)
Algology Mycology and Protozoology Abstracts (Microbiology C)
Agricultural & Environmental Science Collection
AIDS and Cancer Research Abstracts
Materials Science Database
ProQuest Materials Science Collection
ProQuest Public Health
ProQuest Nursing & Allied Health Source
ProQuest SciTech Collection
Advanced Technologies & Aerospace Database
ProQuest Medical Library
Animal Behavior Abstracts
Materials Science & Engineering Collection
Immunology Abstracts
ProQuest Central (Alumni)
MEDLINE - Academic
DatabaseTitleList

MEDLINE - Academic

Agricultural Science Database
MEDLINE

CrossRef
Database_xml – sequence: 1
  dbid: DOA
  name: DOAJ Directory of Open Access Journals
  url: https://www.doaj.org/
  sourceTypes: Open Website
– sequence: 2
  dbid: NPM
  name: PubMed
  url: https://proxy.k.utb.cz/login?url=http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=PubMed
  sourceTypes: Index Database
– sequence: 3
  dbid: EIF
  name: MEDLINE
  url: https://proxy.k.utb.cz/login?url=https://www.webofscience.com/wos/medline/basic-search
  sourceTypes: Index Database
– sequence: 4
  dbid: 8FG
  name: ProQuest Technology Collection
  url: https://search.proquest.com/technologycollection1
  sourceTypes: Aggregation Database
DeliveryMethod fulltext_linktorsrc
Discipline Sciences (General)
DocumentTitleAlternate Collecting passive phone usage and sensor data via Apple SensorKit
EISSN 1932-6203
ExternalDocumentID 3239335369
oai_doaj_org_article_420f6186c14a45f5bc8ce7038163db76
PMC12349082
A851495305
40802659
10_1371_journal_pone_0329707
Genre Journal Article
GeographicLocations United States
United States--US
GeographicLocations_xml – name: United States
– name: United States--US
GrantInformation_xml – fundername: ;
  grantid: R01MH101459
GroupedDBID ---
123
29O
2WC
53G
5VS
7RV
7X2
7X7
7XC
88E
8AO
8C1
8CJ
8FE
8FG
8FH
8FI
8FJ
A8Z
AAFWJ
AAUCC
AAWOE
AAYXX
ABDBF
ABIVO
ABJCF
ABUWG
ACGFO
ACIHN
ACIWK
ACPRK
ACUHS
ADBBV
AEAQA
AENEX
AEUYN
AFKRA
AFPKN
AFRAH
AHMBA
ALMA_UNASSIGNED_HOLDINGS
AOIJS
APEBS
ARAPS
ATCPS
BAWUL
BBNVY
BCNDV
BENPR
BGLVJ
BHPHI
BKEYQ
BPHCQ
BVXVI
BWKFM
CCPQU
CITATION
CS3
D1I
D1J
D1K
DIK
DU5
E3Z
EAP
EAS
EBD
EMOBN
ESX
EX3
F5P
FPL
FYUFA
GROUPED_DOAJ
GX1
HCIFZ
HH5
HMCUK
HYE
IAO
IEA
IGS
IHR
IHW
INH
INR
IOV
IPY
ISE
ISR
ITC
K6-
KB.
KQ8
L6V
LK5
LK8
M0K
M1P
M7P
M7R
M7S
M~E
NAPCQ
O5R
O5S
OK1
OVT
P2P
P62
PATMY
PDBOC
PHGZM
PHGZT
PIMPY
PJZUB
PPXIY
PQGLB
PQQKQ
PROAC
PSQYO
PTHSS
PV9
PYCSY
RNS
RPM
RZL
SV3
TR2
UKHRP
WOQ
WOW
~02
~KM
ADRAZ
CGR
CUY
CVF
ECM
EIF
IPNFZ
M48
NPM
PUEGO
RIG
3V.
7QG
7QL
7QO
7SN
7SS
7T5
7TG
7TM
7U9
7XB
8FD
8FK
AZQEC
C1K
DWQXO
FR3
GNUQQ
H94
K9.
KL.
M7N
P64
PKEHL
PQEST
PQUKI
RC3
7X8
ALIPV
5PM
ID FETCH-LOGICAL-c5597-a1c5c1303292ed9dda20443896b48f660b8fdb37cc6646651ba4384cb3a1fd0c3
IEDL.DBID 7X7
ISSN 1932-6203
IngestDate Wed Sep 03 00:56:42 EDT 2025
Wed Aug 27 01:30:14 EDT 2025
Thu Aug 21 18:26:02 EDT 2025
Thu Aug 14 17:49:57 EDT 2025
Sat Aug 23 14:44:15 EDT 2025
Wed Aug 27 16:50:54 EDT 2025
Tue Aug 26 03:42:07 EDT 2025
Sat Aug 23 03:20:52 EDT 2025
Sat Aug 23 03:20:54 EDT 2025
Tue Aug 26 02:12:50 EDT 2025
Thu Aug 28 04:50:57 EDT 2025
Thu Aug 21 00:34:34 EDT 2025
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 8
Language English
License Copyright: © 2025 Funk et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
Creative Commons Attribution License
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c5597-a1c5c1303292ed9dda20443896b48f660b8fdb37cc6646651ba4384cb3a1fd0c3
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 14
content type line 23
Competing Interests: The authors have declared that no competing interests exist.
ORCID 0000-0003-4313-743X
0000-0002-6087-7950
0000-0001-7862-9042
OpenAccessLink https://www.proquest.com/docview/3239335369?pq-origsite=%requestingapplication%
PMID 40802659
PQID 3239335369
PQPubID 1436336
PageCount e0329707
ParticipantIDs plos_journals_3239335369
doaj_primary_oai_doaj_org_article_420f6186c14a45f5bc8ce7038163db76
pubmedcentral_primary_oai_pubmedcentral_nih_gov_12349082
proquest_miscellaneous_3239395412
proquest_journals_3239335369
gale_infotracmisc_A851495305
gale_infotracacademiconefile_A851495305
gale_incontextgauss_ISR_A851495305
gale_incontextgauss_IOV_A851495305
gale_healthsolutions_A851495305
pubmed_primary_40802659
crossref_primary_10_1371_journal_pone_0329707
PublicationCentury 2000
PublicationDate 20250813
PublicationDateYYYYMMDD 2025-08-13
PublicationDate_xml – month: 8
  year: 2025
  text: 20250813
  day: 13
PublicationDecade 2020
PublicationPlace United States
PublicationPlace_xml – name: United States
– name: San Francisco
– name: San Francisco, CA USA
PublicationTitle PloS one
PublicationTitleAlternate PLoS One
PublicationYear 2025
Publisher Public Library of Science
Public Library of Science (PLoS)
Publisher_xml – name: Public Library of Science
– name: Public Library of Science (PLoS)
References S Abdullah (pone.0329707.ref019) 2018; 25
F Keusch (pone.0329707.ref028) 2021; 10
B Jaworski (pone.0329707.ref009) 2023; 13
I Nahum-Shani (pone.0329707.ref004) 2018; 52
M. Dodel (pone.0329707.ref026) 2023
F Keusch (pone.0329707.ref006) 2019; 83
(pone.0329707.ref013) 2025
W Hardeman (pone.0329707.ref005) 2019; 16
C Langholm (pone.0329707.ref010) 2023; 7
J-P Onnela (pone.0329707.ref015) 2021; 46
K Huckvale (pone.0329707.ref017) 2019; 2
JA Rodriguez (pone.0329707.ref020) 2020; 323
M Bauer (pone.0329707.ref008) 2020; 8
DC Mohr (pone.0329707.ref003) 2017; 13
S Mahalingaiah (pone.0329707.ref011) 2022; 226
GY Lui (pone.0329707.ref016) 2022; 9
LH Wang (pone.0329707.ref025) 2024
LE Boulware (pone.0329707.ref023) 2003; 118
PJ Colvonen (pone.0329707.ref027) 2020; 43
P Henson (pone.0329707.ref001) 2020; 15
UA Mitchell (pone.0329707.ref021) 2019; 59
T NeCamp (pone.0329707.ref018) 2020; 22
(pone.0329707.ref014) 2023
Y Fang (pone.0329707.ref012) 2022; 175
A Marwick (pone.0329707.ref024) 2017; 3
VL Shavers (pone.0329707.ref022) 2000; 92
M Hsu (pone.0329707.ref002) 2020; 7
B Ságvári (pone.0329707.ref007) 2021; 21
References_xml – volume: 7
  issue: 10
  year: 2020
  ident: pone.0329707.ref002
  article-title: Digital phenotyping to enhance substance use treatment during the COVID-19 pandemic
  publication-title: JMIR Ment Health
– volume: 10
  start-page: 863
  issue: 4
  year: 2021
  ident: pone.0329707.ref028
  article-title: Using smartphones to capture and combine self-reports and passively measured behavior in social research
  publication-title: J Surv Stat Methodol
  doi: 10.1093/jssam/smab035
– volume: 25
  start-page: 61
  issue: 1
  year: 2018
  ident: pone.0329707.ref019
  article-title: Sensing technologies for monitoring serious mental illnesses
  publication-title: IEEE MultiMedia
  doi: 10.1109/MMUL.2018.011921236
– volume: 83
  start-page: 210
  year: 2019
  ident: pone.0329707.ref006
  article-title: Willingness to participate in passive mobile data collection
  publication-title: Public Opin Q
  doi: 10.1093/poq/nfz007
– volume: 46
  start-page: 45
  issue: 1
  year: 2021
  ident: pone.0329707.ref015
  article-title: Opportunities and challenges in the collection and analysis of digital phenotyping data
  publication-title: Neuropsychopharmacology
  doi: 10.1038/s41386-020-0771-3
– start-page: 00936502241273157
  year: 2024
  ident: pone.0329707.ref025
  article-title: The online privacy divide: testing resource and identity explanations for racial/ethnic differences in privacy concerns and privacy management behaviors on social media
  publication-title: Commun Res
  doi: 10.1177/00936502241273157
– volume: 13
  start-page: 23
  year: 2017
  ident: pone.0329707.ref003
  article-title: Personal sensing: understanding mental health using ubiquitous sensors and machine learning
  publication-title: Annu Rev Clin Psychol
  doi: 10.1146/annurev-clinpsy-032816-044949
– volume: 59
  start-page: 6
  issue: 1
  year: 2019
  ident: pone.0329707.ref021
  article-title: The digital divide in health-related technology use: the significance of race/ethnicity
  publication-title: Gerontologist
  doi: 10.1093/geront/gny138
– start-page: 204
  volume-title: The Routledge handbook of privacy and social media
  year: 2023
  ident: pone.0329707.ref026
  article-title: Inequalities and privacy in the context of social media.
  doi: 10.4324/9781003244677-23
– year: 2023
  ident: pone.0329707.ref014
– volume: 15
  issue: 9
  year: 2020
  ident: pone.0329707.ref001
  article-title: Impact of dynamic greenspace exposure on symptomatology in individuals with schizophrenia
  publication-title: PLoS One
  doi: 10.1371/journal.pone.0238498
– volume: 8
  start-page: 2
  issue: 1
  year: 2020
  ident: pone.0329707.ref008
  article-title: Smartphones in mental health: a critical review of background issues, current status and future concerns
  publication-title: Int J Bipolar Disord
  doi: 10.1186/s40345-019-0164-x
– volume: 226
  issue: 4
  year: 2022
  ident: pone.0329707.ref011
  article-title: Design and methods of the Apple Women’s Health Study: a digital longitudinal cohort study
  publication-title: Am J Obstet Gynecol
  doi: 10.1016/j.ajog.2021.09.041
– volume: 175
  start-page: 56
  issue: 1
  year: 2022
  ident: pone.0329707.ref012
  article-title: Trends in depressive symptoms and associated factors during residency, 2007 to 2019 : a repeated annual cohort study
  publication-title: Ann Intern Med
  doi: 10.7326/M21-1594
– volume: 3
  start-page: 2056305117710455
  issue: 2
  year: 2017
  ident: pone.0329707.ref024
  article-title: “Nobody sees it, nobody gets mad”: social media, privacy, and personal responsibility among low-SES youth
  publication-title: Soc Media Soc
  doi: 10.1177/2056305117710455
– volume: 92
  start-page: 563
  issue: 12
  year: 2000
  ident: pone.0329707.ref022
  article-title: Knowledge of the Tuskegee study and its impact on the willingness to participate in medical research studies
  publication-title: J Natl Med Assoc
– volume: 118
  start-page: 358
  issue: 4
  year: 2003
  ident: pone.0329707.ref023
  article-title: Race and trust in the health care system
  publication-title: Public Health Rep
  doi: 10.1016/S0033-3549(04)50262-5
– volume: 2
  start-page: 88
  year: 2019
  ident: pone.0329707.ref017
  article-title: Toward clinical digital phenotyping: a timely opportunity to consider purpose, quality, and safety
  publication-title: NPJ Digit Med
  doi: 10.1038/s41746-019-0166-1
– volume: 16
  start-page: 31
  issue: 1
  year: 2019
  ident: pone.0329707.ref005
  article-title: A systematic review of just-in-time adaptive interventions (JITAIs) to promote physical activity
  publication-title: Int J Behav Nutr Phys Act
  doi: 10.1186/s12966-019-0792-7
– volume: 21
  start-page: 6085
  issue: 18
  year: 2021
  ident: pone.0329707.ref007
  article-title: Attitudes towards participation in a passive data collection experiment
  publication-title: Sensors (Basel)
  doi: 10.3390/s21186085
– volume: 43
  issue: 10
  year: 2020
  ident: pone.0329707.ref027
  article-title: Limiting racial disparities and bias for wearable devices in health science research
  publication-title: Sleep
  doi: 10.1093/sleep/zsaa159
– volume: 7
  start-page: 104
  issue: 1
  year: 2023
  ident: pone.0329707.ref010
  article-title: Exploring the potential of Apple Sensorkit and digital phenotyping data as new digital biomarkers for mental health research
  publication-title: Digit Biomark
  doi: 10.1159/000530698
– year: 2025
  ident: pone.0329707.ref013
– volume: 52
  start-page: 446
  issue: 6
  year: 2018
  ident: pone.0329707.ref004
  article-title: Just-in-time adaptive interventions (JITAIs) in mobile health: key components and design principles for ongoing health behavior support
  publication-title: Ann Behav Med
  doi: 10.1007/s12160-016-9830-8
– volume: 9
  issue: 9
  year: 2022
  ident: pone.0329707.ref016
  article-title: The apple watch for monitoring mental health-related physiological symptoms: literature review
  publication-title: JMIR Ment Health
– volume: 323
  start-page: 2381
  issue: 23
  year: 2020
  ident: pone.0329707.ref020
  article-title: Digital health equity as a necessity in the 21st century cures act era
  publication-title: JAMA
  doi: 10.1001/jama.2020.7858
– volume: 13
  start-page: 132
  issue: 3
  year: 2023
  ident: pone.0329707.ref009
  article-title: Advancing digital health equity: directions for behavioral and social science research
  publication-title: Transl Behav Med
  doi: 10.1093/tbm/ibac088
– volume: 22
  issue: 3
  year: 2020
  ident: pone.0329707.ref018
  article-title: Assessing real-time moderation for developing adaptive mobile health interventions for medical interns: micro-randomized trial
  publication-title: J Med Internet Res
  doi: 10.2196/15033
SSID ssj0053866
Score 2.4820645
Snippet Privacy is a growing concern in mobile health research, particularly regarding passive data. Apple SensorKit provides a novel platform for collecting phone and...
SourceID plos
doaj
pubmedcentral
proquest
gale
pubmed
crossref
SourceType Open Website
Open Access Repository
Aggregation Database
Index Database
StartPage e0329707
SubjectTerms Acceptability
Adult
Biology and Life Sciences
Cell Phone
Colleges & universities
Data collection
Data Collection - methods
E-health
Enrollments
Feasibility
Feasibility Studies
Female
Humans
Information management
Internships
Keyboards
Light
Longitudinal Studies
Male
Medical personnel
Medical research
Medical residencies
Medical schools
Medicine and Health Sciences
Medicine, Experimental
Mental health
Methods
Mobile Applications
People and Places
Privacy
Race
Racial differences
Sensors
Social Sciences
Technology application
Telemedicine
Wearable Electronic Devices
SummonAdditionalLinks – databaseName: DOAJ Directory of Open Access Journals
  dbid: DOA
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV1Lb9QwELbQnrggyqsLBQxCAg5pEz-TY0FUBQRIlKLeItux25VQsmp2K_XfM-N4ow2qBAdukWccJfOwZ-TxN4S8MjII3jQy0zbYTFQ2z6zmLOPBaO1DaXlMFL98Vcen4tOZPNtq9YU1YQM88CC4A8HygJjurhBGyCCtK53X8bwLoYEj2DbseZtkaliDwYuVShfluC4Okl72l13r93POKo3tY7c2oojXP67Ks-Wvrr8p5PyzcnJrKzq6S-6kGJIeDt--Q2759h7ZSV7a0zcJSvrtfeIgwkv1r9fUtA01DstYTBrpAkU7wDWvPadLiKNh7aNYre7pGivO4pweMt3ukmItKb1aGIqBq6cncfTzYvWAnB59-PH-OEttFTKH6UNmCicdbl2sYr6pmsawXGATdGVFGZTKbRkay7VzSgmlZGENUIWz3BShyR1_SGYtfMguoTrwRvoCUhYuRVEF63UZBPPwWIGG-JxkGxnXywE9o45HaBqyjkFYNeqkTjqZk3eoiJEXsa_jAFhEnSyi_ptFzMlzVGM9XCQdPbg-hOASq2lzOScvIwfiX7RYYHNu1n1ff_z28x-YTr5PmF4nptCBQTiTLjXAPyGu1oRzb8IJXuwm5F00uo1U-pojNh2XXFUwc2OIN5NfjGR8KRbNtb5bJ54KFMPm5NFgt6NkBd6xVhJmlxOLnoh-SmkXFxF-HGIdPC1mj_-Hsp6Q2ww7KiPIMN8js9Xl2j-FMG9ln0WP_g2ktU7v
  priority: 102
  providerName: Directory of Open Access Journals
Title Feasibility and acceptability of collecting passive phone usage and sensor data via Apple SensorKit
URI https://www.ncbi.nlm.nih.gov/pubmed/40802659
https://www.proquest.com/docview/3239335369
https://www.proquest.com/docview/3239395412
https://pubmed.ncbi.nlm.nih.gov/PMC12349082
https://doaj.org/article/420f6186c14a45f5bc8ce7038163db76
http://dx.doi.org/10.1371/journal.pone.0329707
Volume 20
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV3db9MwELege-EFMb4WNopBSMBDtiT-Sp7QNq0MEANtDPUtsh27VEJJ1rRI_Pf4XDcsaEK8RJXvXCW-O_vOPv8OoZeSWUqqisVCWRXTQiWxEiSLiZVCGJsr4gPFT2f89JJ-mLJp2HDrQlrlZk70E3XVaNgjPyCA1UUY4cXb9iqGqlFwuhpKaNxGWwBdBildYtoHXM6WOQ_X5YhID4J09tumNvsJyQoBRWSvLUcetb-fm0ftj6a7yfH8O3_y2oI0uYfuBk8SH65Fv41umfo-2g622uHXAVD6zQOknZ8XsmB_YVlXWGpIZpGhpbEYtAFmvnqGW-dNuxkQQ866wSvIO_N9OhfvNgsMGaX451xicF8NvvCtH-fLh-hycvL1-DQOxRViDUFELFPNNCxgWZGZqqgqmSUUSqFzRXPLeaJyWykitOaccs5SJR2VakVkaqtEk0doVLsX2UFYWFIxk7rAhTCaFlYZkVuaGfezcA4BiVC8GeOyXWNolP4gTbjYYz1YJcikDDKJ0BEIoucFBGzf0CxmZTCokmaJBax_nVJJmWVK59oIfw4KkNE8Qs9AjOX6Omlvx-WhczEhpzZhEXrhOQAFo4Y0m5lcdV35_vO3_2C6OB8wvQpMtnEKoWW42uC-CdC1Bpx7A05ny3pA3gGl24xKV_7Retdzo4g3k5_3ZPhTSJ2rTbMKPIUTTBahx2u97UeWwk1rzlzvfKDRg6EfUur5dw9C7jweODPOnvz7vXbRnQwqJgOIMNlDo-ViZZ46N26pxt5W3TM_TuE5eTdGW0cnZ1_Ox35j5De530tk
linkProvider ProQuest
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV3db9MwELdGeYAXxPhaYTCDQMBDtiT-Sh4QGh_TSrchsQ31LdiOXSqhpDQtaP8UfyO-xAkLmhAve6vsc5renX--q-8DoaeSWUrynAVCWRXQVIWBEiQOiJVCGJsoUjuKh0d8_5R-mLDJGvrV5sJAWGWLiTVQ56WG_8h3CNTqIozw9PX8ewBdo-B2tW2h0ajF2Jz9dC5b9Wr0zsn3WRzvvT95ux_4rgKBBus5kJFmGpA7TmOTp3ku45BCD3CuaGI5D1Vic0WE1pxTzlmkpJulWhEZ2TzUxD33CrrqDt4QdpSYdA6eww7OfXoeEdGO14bteVmYbfg-AU1rzx1_dZeA7iwYzL-V1UWG7t_xmucOwL2b6Ia3XPFuo2rraM0Ut9C6x4YKv_AFrF_eRtrZlT7q9gzLIsdSQ_CM9COlxaB9gLTFFM-d9e4QF0OMvMEriHOr11TOvy4XGCJY8Y-ZxGAuG3xcj45nyzvo9FLYfhcNCvciGwgLS3JmIucoEUaj1CojEktj4z6mzgAhQxS0PM7mTc2OrL64E87XaZiVgUwyL5MhegOC6Gih4nY9UC6mmd_AGY1DC70FdEQlZZYpnWgj6ntXKFHNh2gLxJg16asdbmS7zqSFGN6QDdGTmgKqbhQQ1jOVq6rKRh8__wfR8ace0XNPZEunEFr6VAr3m6CaV49ys0fpsEP3pjdA6VquVNmfXeZWtop48fTjbhoeCqF6hSlXniZ1gomH6F6jtx1nKWR2c-ZWJz2N7rG-P1PMvtZFz52FBXfU8f1_v9cWurZ_cniQHYyOxg_Q9Ri6NUMBY7KJBsvFyjx0JuRSPar3LUZfLhsofgPL-oM1
linkToPdf http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV3db9MwELdGkRAviPG1wmAGgYCHrEn8lTwgNBjVSmEgtqG-BduxSyWUlKYF7V_jr8OXuGFBE-Jlb5V9TtO788939X0g9FgyS0mes0AoqwKaqjBQgsQBsVIIYxNFakfx_SE_OKFvJ2yygX6tc2EgrHKNiTVQ56WG_8gHBGp1EUZ4OrA-LOLj_vDl_HsAHaTgpnXdTqNRkbE5_enct-rFaN_J-kkcD98cvz4IfIeBQIMlHchIMw0oHqexydM8l3FIoR84VzSxnIcqsbkiQmvOKecsUtLNUq2IjGweauKeewldFoRFsMfEpHX2HI5w7lP1iIgGXjN252VhduH7BDSwPXMU1h0D2nOhN_9WVucZvX_Hbp45DIfX0TVvxeK9Ru020YYpbqBNjxMVfuaLWT-_ibSzMX0E7imWRY6lhkAa6UdKi0ETAXWLKZ47S96hL4Z4eYNXEPNWr6mcr10uMESz4h8zicF0NvioHh3PlrfQyYWw_TbqFe5FthAWluTMRM5pIoxGqVVGJJbGxn1MnTFC-ihY8zibN_U7svoSTzi_p2FWBjLJvEz66BUIoqWF6tv1QLmYZn4zZzQOLfQZ0BGVlFmmdKKNqO9goVw176MdEGPWpLK2GJLtOfMW4nlD1kePagqowFGALk_lqqqy0YfP_0F09KlD9NQT2dIphJY-rcL9Jqjs1aHc7lA6HNGd6S1QujVXquzPjnMr14p4_vTDdhoeCmF7hSlXniZ1gon76E6jty1nKWR5c-ZWJx2N7rC-O1PMvtYF0J21BffV8d1_v9cOuuIgIns3OhzfQ1djaNwMtYzJNuotFytz31mTS_Wg3rYYfblonPgNACyHaw
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Feasibility+and+acceptability+of+collecting+passive+phone+usage+and+sensor+data+via+Apple+SensorKit&rft.jtitle=PloS+one&rft.au=Funk%2C+Courtney&rft.au=Zhao%2C+Zhuo&rft.au=Horwitz%2C+Adam+G&rft.au=Fang%2C+Yu&rft.date=2025-08-13&rft.issn=1932-6203&rft.eissn=1932-6203&rft.volume=20&rft.issue=8&rft.spage=e0329707&rft_id=info:doi/10.1371%2Fjournal.pone.0329707&rft.externalDBID=NO_FULL_TEXT
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1932-6203&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1932-6203&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1932-6203&client=summon