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Users like patients can access information from both manufacturer-provided app descriptions and metadata, as well as from user reviews. However, navigating this information to identify value-generating apps of high quality remains challenging. From a health technology assessment (HTA) standpoint, quality is defined by evidence-based medicine, safety, and user-centeredness. To explore the potential value\u00a0of app store information available to patients, we conducted a descriptive, mixed-methods analysis of unstructured app metadata and user feedback from the Apple App Store and Google Play Store (as of May 2024). We analyzed 1,237 AD\/PD-related apps which included 50 duplicates (resulting in 1,187 apps), utilizing descriptive statistics, content analysis, large language model-supported exploratory classification, and a topic modeling approach. In total, only about 2% of the apps claimed to be certified medical devices. Moreover, 24% of Apple apps and 14% of Google apps were in the \u201cMedical\u201d app store genre, among which we found that 63% of Apple and 54% of Google apps were patient-facing. We manually categorized patient-facing apps predominantly under \u201cCare Support,\u201d followed by \u201cHealth &amp; Wellness\u201d and \u201cPatient Monitoring.\u201d Importantly, user feedback provided exploratory, potentially valuable patient-reported outcome and experience information but is derived from personal opinions on \u201cuser experience,\u201d \u201chealth improvement,\u201d and \u201ccosts.\u201d As quality information on DHTs could be identified in unstructured app metadata, this information should be improved in trustworthiness and more accessible to users like patients, supporting the public to find high-quality health apps. Furthermore, as user opinions contained information with potential value for patients, these should be explored as complementary value-generating indicators of health apps in future work.<\/jats:p>","DOI":"10.1371\/journal.pdig.0001730","type":"journal-article","created":{"date-parts":[[2026,10,1]],"date-time":"2026-10-01T17:52:47Z","timestamp":1790877167000},"page":"e0001730","update-policy":"https:\/\/doi.org\/10.1371\/journal.pdig.corrections_policy","source":"Crossref","is-referenced-by-count":0,"title":["Value in app store metadata and user reviews: A dual perspective on quality of Parkinson\u2019s and dementia apps"],"prefix":"10.1371","volume":"5","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-8794-8464","authenticated-orcid":true,"given":"Isabel","family":"Schwaninger","sequence":"first","affiliation":[{"name":"University of Luxembourg","place":["Esch-sur-Alzette, Luxembourg"],"department":["Digital Medicine, Luxembourg Centre for Systems Biomedicine (LCSB)"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Paria","family":"Ighanian","sequence":"additional","affiliation":[{"name":"University of Luxembourg","place":["Esch-sur-Alzette, Luxembourg"],"department":["Digital Medicine, Luxembourg Centre for Systems Biomedicine (LCSB)"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Liyousew","family":"Borga","sequence":"additional","affiliation":[{"name":"University of Luxembourg","place":["Esch-sur-Alzette, Luxembourg"],"department":["Digital Medicine, Luxembourg Centre for Systems Biomedicine (LCSB)"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Marijus","family":"Giraitis","sequence":"additional","affiliation":[{"name":"University of Luxembourg","place":["Esch-sur-Alzette, Luxembourg"],"department":["Digital Medicine, Luxembourg Centre for Systems Biomedicine (LCSB)"]},{"name":"Centre Hospitalier de Luxembourg (CHL)","place":["Strassen, Luxembourg"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Petra","family":"Hoogendoorn","sequence":"additional","affiliation":[{"name":"Leiden University Medical Center","place":["Leiden, Netherlands"],"department":["National eHealth Living Lab, Public Health and Primary Care Department"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jochen","family":"Klucken","sequence":"additional","affiliation":[{"name":"University of Luxembourg","place":["Esch-sur-Alzette, Luxembourg"],"department":["Digital Medicine, Luxembourg Centre for Systems Biomedicine (LCSB)"]},{"name":"Centre Hospitalier de Luxembourg (CHL)","place":["Strassen, Luxembourg"]}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"340","published-online":{"date-parts":[[2026,10,1]]},"reference":[{"key":"pdig.0001730.ref001","doi-asserted-by":"crossref","first-page":"854263","DOI":"10.3389\/fdgth.2022.854263","article-title":"Understanding users\u2019 perspectives on mobile apps for anxiety management","volume":"4","author":"A Balaskas","year":"2022","journal-title":"Front Digit Health"},{"key":"pdig.0001730.ref002","doi-asserted-by":"crossref","first-page":"103148","DOI":"10.1016\/j.ijhcs.2023.103148","article-title":"Robotic technology for Parkinson\u2019s disease: needs, attitudes and concerns of individuals with Parkinson\u2019s disease and their family members. 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More Stars or More Reviews?. 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Association for Computing Machinery (ACM), No. 92, p. 1-24. doi: 10.1145\/3706598.3713802","DOI":"10.1145\/3706598.3713802"},{"issue":"1","key":"pdig.0001730.ref036","doi-asserted-by":"crossref","DOI":"10.1186\/s44247-024-00068-x","article-title":"How can primary care benefit from digital health applications? \u2013 a quantitative, explorative survey on attitudes and experiences of general practitioners in Germany","volume":"2","author":"J Wangler","year":"2024","journal-title":"BMC Digit Health"},{"key":"pdig.0001730.ref037","doi-asserted-by":"crossref","unstructured":"Tang H, Lenzini G, Greiff S, Rohles B, Sergeeva A. Who Knows? Maybe it Really Works: Analysing Users\u2019 Perceptions of Health Misinformation on Social Media. In: Proceedings of the 2024 CHI Conference of Human Factors in Computing Systems (CHI 2024), 2024. https:\/\/doi.org\/10.1145\/3643834.3661510","DOI":"10.31234\/osf.io\/jzecm"},{"issue":"1","key":"pdig.0001730.ref038","doi-asserted-by":"crossref","first-page":"102390","DOI":"10.1016\/j.ipm.2020.102390","article-title":"Detecting health misinformation in online health communities: Incorporating behavioral features into machine learning based approaches","volume":"58","author":"Y Zhao","year":"2021","journal-title":"Information Processing & Management"},{"key":"pdig.0001730.ref039","author":"DTx Alliance","year":"2023"},{"key":"pdig.0001730.ref040","volume-title":"Categories and Discoverability","author":"Apple Inc","year":"2026"},{"key":"pdig.0001730.ref041","author":"Google","year":"2026"},{"issue":"2","key":"pdig.0001730.ref042","doi-asserted-by":"crossref","first-page":"75","DOI":"10.1007\/s10433-012-0253-5","article-title":"Conceptualisation of self-management intervention for people with early stage dementia","volume":"10","author":"F Martin","year":"2012","journal-title":"Eur J Ageing"},{"key":"pdig.0001730.ref043","year":"2025"},{"key":"pdig.0001730.ref044","doi-asserted-by":"crossref","first-page":"107249","DOI":"10.1016\/j.chb.2022.107249","article-title":"Evaluating Active and Assisted Living technologies: Critical methodological reflections based on a longitudinal randomized controlled trial","volume":"133","author":"T Bieg","year":"2022","journal-title":"Computers in Human Behavior"},{"issue":"7","key":"pdig.0001730.ref045","doi-asserted-by":"crossref","first-page":"1387","DOI":"10.3233\/JPD-240137","article-title":"Self-Management Systems for Patients and Clinicians in Parkinson\u2019s Disease Care: A Scoping Review","volume":"14","author":"S Boege","year":"2024","journal-title":"J Parkinsons Dis"},{"key":"pdig.0001730.ref046","doi-asserted-by":"crossref","unstructured":"Carros F, Schwaninger I, Preussner A, Randall D, Wieching R, Fitzpatrick G, et al. Care Workers Making Use of Robots: Results of a Three-Month Study on Human-Robot Interaction within a Care Home. In: Proceedings of the CHI 2022 Conference on Human Factors in Computing Systems (CHI 2022). No. 261, p. 1\u201315. doi: 10.1145\/3491102.3517435","DOI":"10.1145\/3491102.3517435"},{"issue":"8","key":"pdig.0001730.ref047","doi-asserted-by":"crossref","DOI":"10.2196\/40181","article-title":"Self-management Interventions for People With Parkinson Disease: Scoping Review","volume":"24","author":"M Milne-Ives","year":"2022","journal-title":"J Med Internet Res"},{"key":"pdig.0001730.ref048","doi-asserted-by":"crossref","unstructured":"Schwaninger I, Frauenberger C, Fitzpatrick G. Unpacking Forms of Relatedness around Older People and Telecare. In: Companion Publication of the 2020 ACM Designing Interactive Systems Conference, 2020. 163\u20139. https:\/\/doi.org\/10.1145\/3393914.3395867","DOI":"10.1145\/3393914.3395867"},{"key":"pdig.0001730.ref049","first-page":"1","article-title":"Video connecting families and social robots: from ideas to practices putting technology to work","author":"I Schwaninger","year":"2022","journal-title":"Univers Access Inf Soc"},{"key":"pdig.0001730.ref050","first-page":"8857385","article-title":"Self-Management Components as Experienced by People with Parkinson\u2019s Disease and Their Carers: A Systematic Review and Synthesis of the Qualitative Literature","volume":"2020","author":"R Tuijt","year":"2020","journal-title":"Parkinsons Dis"},{"issue":"1","key":"pdig.0001730.ref051","doi-asserted-by":"crossref","first-page":"26","DOI":"10.1038\/s43856-024-00717-2","article-title":"Current applications and challenges in large language models for patient care: a systematic review","volume":"5","author":"F Busch","year":"2025","journal-title":"Commun Med (Lond)"},{"issue":"1","key":"pdig.0001730.ref052","doi-asserted-by":"crossref","first-page":"66","DOI":"10.1186\/s42466-025-00426-8","article-title":"Consensus on the clinical utility of digital mobility outcomes for personalized clinical decision support in parkinson\u2019s disease","volume":"7","author":"AC Mejia","year":"2025","journal-title":"Neurol Res Pract"},{"issue":"1","key":"pdig.0001730.ref053","doi-asserted-by":"crossref","first-page":"302","DOI":"10.1186\/s12911-025-03137-x","article-title":"Applying text-mining to clinical notes: the identification of patient characteristics from electronic health records (EHRs)","volume":"25","author":"S Ten Hoope","year":"2025","journal-title":"BMC Med Inform Decis Mak"},{"issue":"1","key":"pdig.0001730.ref054","doi-asserted-by":"crossref","first-page":"19483","DOI":"10.1038\/s41598-023-45758-0","article-title":"Towards a practical use of text mining approaches in electrodiagnostic data","volume":"13","author":"R Ramon-Gonen","year":"2023","journal-title":"Sci Rep"},{"issue":"1","key":"pdig.0001730.ref055","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1145\/3778354","article-title":"Exploring the Human-LLM Synergy in Advancing Theory-driven Qualitative Analysis","volume":"33","author":"H Meng","year":"2026","journal-title":"ACM Trans Comput-Hum Interact"},{"issue":"1","key":"pdig.0001730.ref056","article-title":"Patients\u2019 Perspectives on the Data Confidentiality, Privacy, and Security of mHealth Apps: Systematic Review","volume":"26","author":"N Alhammad","year":"2024","journal-title":"J Med Internet Res"},{"key":"pdig.0001730.ref057","doi-asserted-by":"crossref","unstructured":"AlOmar EA, Aljedaani W, Tamjeed M, Mkaouer MW, El-Glaly YN. Finding the Needle in a Haystack: On the Automatic Identification of Accessibility User Reviews. In: Proceedings of the CHI 2021 Conference on Human Factors in Computing Systems (CHI 2021). Association for Computing Machinery (ACM), No. 387, p. 1\u201315. https:\/\/doi.org\/10.1145\/3411764.3445281","DOI":"10.1145\/3411764.3445281"},{"issue":"7","key":"pdig.0001730.ref058","doi-asserted-by":"crossref","first-page":"196","DOI":"10.1007\/s10664-022-10222-6","article-title":"A large scale analysis of mHealth app user reviews","volume":"27","author":"O Haggag","year":"2022","journal-title":"Empir Softw Eng"},{"key":"pdig.0001730.ref059","doi-asserted-by":"crossref","first-page":"106798","DOI":"10.1016\/j.infsof.2021.106798","article-title":"Prioritizing user concerns in app reviews \u2013 A study of requests for new features, enhancements and bug fixes","volume":"144","author":"S Malgaonkar","year":"2022","journal-title":"Information and Software Technology"},{"issue":"3","key":"pdig.0001730.ref060","doi-asserted-by":"crossref","first-page":"136","DOI":"10.1080\/10400435.2019.1623342","article-title":"Using topic modeling to infer the emotional state of people living with Parkinson\u2019s disease","volume":"33","author":"AP Valenti","year":"2021","journal-title":"Assist Technol"},{"key":"pdig.0001730.ref061","doi-asserted-by":"crossref","first-page":"325","DOI":"10.1016\/j.eap.2022.08.010","article-title":"The impact of app revenue model choices for app revenues: A study of apps since their initial App Store launch","volume":"76","author":"E Numminen","year":"2022","journal-title":"Economic Analysis and Policy"},{"key":"pdig.0001730.ref062","volume-title":"Guidance on the safe making available of medical device software (MDSW) apps on online platforms","author":"Medical Device Coordination Group (MDCG)","year":"2025"},{"key":"pdig.0001730.ref063","author":"European Commission","year":"2025"},{"key":"pdig.0001730.ref064","unstructured":"European Commission. EUDAMED database. 2025 [cited 2025 November 4]. https:\/\/ec.europa.eu\/tools\/eudamed\/#\/screen\/home"},{"issue":"2","key":"pdig.0001730.ref065","doi-asserted-by":"crossref","first-page":"238","DOI":"10.1007\/s43441-022-00463-4","article-title":"Navigating Medical Device Certification: A Qualitative Exploration of Barriers and Enablers Amongst Innovators, Notified Bodies and Other Stakeholders","volume":"57","author":"R Baines","year":"2023","journal-title":"Ther Innov Regul Sci"},{"key":"pdig.0001730.ref066","doi-asserted-by":"crossref","first-page":"594549","DOI":"10.3389\/fphar.2020.594549","article-title":"Companies\u2019 health technology assessment strategies and practices in Australia, Canada, England, France, Germany, Italy and Spain: An industry metrics study","volume":"11","author":"T Wang","year":"2020","journal-title":"Front Pharmacol"},{"key":"pdig.0001730.ref067","doi-asserted-by":"crossref","first-page":"948161","DOI":"10.3389\/fphar.2022.948161","article-title":"Challenges and Opportunities for Companies to Build HTA\/Payer Perspectives Into Drug Development Through the Use of a Dynamic Target Product Profile","volume":"13","author":"T Wang","year":"2022","journal-title":"Front Pharmacol"},{"issue":"1","key":"pdig.0001730.ref068","doi-asserted-by":"crossref","first-page":"1","DOI":"10.13189\/aeb.2013.010101","article-title":"Importance of Online Product Reviews from a Consumer\u2019s Perspective","volume":"1","author":"G Lackermair","year":"2013","journal-title":"aeb"},{"issue":"8","key":"pdig.0001730.ref069","doi-asserted-by":"crossref","first-page":"1879","DOI":"10.1007\/s12369-020-00742-w","article-title":"What Do You Mean by Trust? 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