{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,12]],"date-time":"2026-01-12T14:04:32Z","timestamp":1768226672528,"version":"3.49.0"},"reference-count":31,"publisher":"Frontiers Media SA","license":[{"start":{"date-parts":[[2026,1,12]],"date-time":"2026-01-12T00:00:00Z","timestamp":1768176000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["frontiersin.org"],"crossmark-restriction":true},"short-container-title":["Front. Public Health"],"abstract":"<jats:sec>\n                    <jats:title>Background<\/jats:title>\n                    <jats:p>Online health services (OHS) have emerged as a response to healthcare challenges, offering a way to enhance system efficiency. Despite their numerous advantages, studies reveal varying efficacies among populations with differing sociodemographic characteristics. In this study, we describe OHS usage and its characteristics, examine knowledge, attitudes, barriers, and usage patterns in different groups in Israel, and present a predictive model for OHS consumption.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Methods<\/jats:title>\n                    <jats:p>Using a random representative sample stratified by sex, ethnicity, age, and religious affiliation, a cross-sectional study was conducted in Jewish and Arab populations in Israel. Sampling was further stratified by ethnicity and geographical region. Data were collected via an online questionnaire administered through iPanel records.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Results<\/jats:title>\n                    <jats:p>The sample comprised 2001 participants with an average age of 47\u202fyears; about half were women. The research differentiated between low- and high-level technologies. Participants reported an absence of technological or emotional barriers and were more familiar with low-level technology and used it more frequently. The perceived efficacy of OHS was high, but some participants preferred face-to-face treatment. Predictors of familiarity with and use of high-level OHS included being male, Arab, insured by the Clalit HMO, and having high perceived health literacy, efficacy and safety.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Conclusion<\/jats:title>\n                    <jats:p>Online and face-to-face healthcare services are complementary, while high-level and low-level OHS are distinct categories providing services for different healthcare needs. Because technological barriers are almost absent, access to OHS can expand more easily. Policymakers should focus on improving digital health literacy, particularly in the use of high-level technologies, and map the needs of the older population to provide them with personalized services.<\/jats:p>\n                  <\/jats:sec>","DOI":"10.3389\/fpubh.2025.1735502","type":"journal-article","created":{"date-parts":[[2026,1,12]],"date-time":"2026-01-12T08:18:00Z","timestamp":1768205880000},"update-policy":"https:\/\/doi.org\/10.3389\/crossmark-policy","source":"Crossref","is-referenced-by-count":0,"title":["The digital transformation of healthcare: a national cross-sectional study on usage, patterns, attitudes, and barriers across social groups in Israel"],"prefix":"10.3389","volume":"13","author":[{"given":"Orly","family":"Toren","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Galit","family":"Madar","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Sima","family":"Reicher","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"1965","published-online":{"date-parts":[[2026,1,12]]},"reference":[{"key":"ref1","doi-asserted-by":"publisher","first-page":"333","DOI":"10.1007\/s12193-015-0181-8","article-title":"Mediated telemedicine vs. face-to-face medicine: efficiency in distress reduction","volume":"9","author":"Idan","year":"2015","journal-title":"J Multimodal User Interfaces"},{"key":"ref2","doi-asserted-by":"publisher","first-page":"4","DOI":"10.1177\/1357633X16674087","article-title":"Evaluating barriers to adopting telemedicine worldwide: a systematic review","volume":"24","author":"Kruse","year":"2018","journal-title":"J Telemed Telecare"},{"key":"ref3","volume-title":"Digital health: the Israeli promise","year":"2020"},{"key":"ref4","doi-asserted-by":"publisher","first-page":"101212","DOI":"10.1016\/j.techsoc.2019.101212","article-title":"Investigating acceptance of telemedicine services through an extended technology acceptance model (TAM)","volume":"60","author":"Kamal","year":"2020","journal-title":"Technol Soc"},{"key":"ref5","doi-asserted-by":"publisher","first-page":"1975","DOI":"10.1377\/hlthaff.2018.05132","article-title":"The current state of telehealth evidence: a rapid review","volume":"37","author":"Shigekawa","year":"2018","journal-title":"Health Aff"},{"key":"ref6","volume-title":"Telemedicine: opportunities and developments in member states: report on the second global survey on eHealth","year":"2010"},{"key":"ref7","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.ijmedinf.2021.104483","article-title":"A decade\u2019s worth of work in a matter of days: the journey to telehealth for the whole population in Australia","volume":"151","author":"Dykgraaf","year":"2021","journal-title":"Int J Med Inform"},{"key":"ref8","doi-asserted-by":"publisher","first-page":"1132","DOI":"10.1093\/jamia\/ocaa072","article-title":"COVID-19 transforms health care through telemedicine: evidence from the field","volume":"27","author":"Mann","year":"2020","journal-title":"J Am Med Inform Assoc"},{"key":"ref9","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1093\/intqhc\/mzaa16","article-title":"Patient and clinician experience with a rapidly implemented large-scale video consultation program during COVID-19","volume":"33","author":"Barkai","year":"2021","journal-title":"Int J Qual Health Care"},{"key":"ref10","doi-asserted-by":"publisher","first-page":"1","DOI":"10.2196\/jmir.325","article-title":"Are people with chronic diseases interested in using telehealth? 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