{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,8,1]],"date-time":"2026-08-01T00:43:59Z","timestamp":1785545039777,"version":"3.56.0"},"reference-count":49,"publisher":"JMIR Publications Inc.","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["JMIR Form Res"],"abstract":"<jats:title>Abstract<\/jats:title>\n                  <jats:sec sec-type=\"background\">\n                    <jats:title>Background<\/jats:title>\n                    <jats:p>Despite increasing smartphone penetration worldwide, personalized mHealth (mobile health) care interventions remain largely untapped for the support of people with tuberculosis. An evidence-based multifeature smartphone platform for HIV care tailored and widely implemented in the United States may enhance treatment quality and completion in the Kilimanjaro context.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec sec-type=\"objective\">\n                    <jats:title>Objective<\/jats:title>\n                    <jats:p>We aimed to evaluate contextual determinants of mHealth implementation in the Kilimanjaro region to ensure feasibility, acceptability, and effective adaptation of the platform for tuberculosis care within Kilimanjaro.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec sec-type=\"methods\">\n                    <jats:title>Methods<\/jats:title>\n                    <jats:p>\n                      We conducted semistructured in-depth interviews at Kilimanjaro Christian Medical Centre and Kibong\u2019oto Infectious Diseases Hospital with people with tuberculosis (aged 18+ years with drug-susceptible\/-resistant tuberculosis, with or without HIV, and &gt;1 mo on treatment) and providers and staff (eg, clinicians, community health workers, or laboratory staff). Interview guides were designed using Bury\u2019s Framework for Chronic Illness and the Consolidated Framework for Implementation Research, along with an overview of an existing smartphone-based program called PositiveLinks. Interviews were analyzed using thematic analysis, and determinants were mapped to behavior change frameworks to develop a mechanistic understanding of\n                      <jats:italic>P<\/jats:italic>\n                      adaptation for the context.\n                    <\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec sec-type=\"results\">\n                    <jats:title>Results<\/jats:title>\n                    <jats:p>We conducted 14 interviews with people with tuberculosis and 11 provider and staff interviews. Several unmet tuberculosis treatment needs emerged, along with suggestions for platform adaptation and implementation strategies. Findings suggest high personal smartphone access among providers and staff (11\/11, 100%), less so for people with tuberculosis interviewed (5\/14, 36%). High provider digital literacy and capability and usage were noted, with smartphone apps routinely used for tuberculosis care delivery independent of electronic health systems. People with tuberculosis primarily used mobile phones for communication (calls) with clinic providers and staff for care coordination (eg, reminders). Internet access and stability remain major barriers in rural clinics, along with the personal cost of data bundles for both stakeholder groups. Key assets identified within the inner setting of Kilimanjaro Christian Medical Centre and Kibong\u2019oto Infectious Diseases Hospital include existing provider and staff commitment to treatment support outside of clinic visits, and a robust infrastructure of community outreach for support of adherence and retention for people with tuberculosis.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec sec-type=\"conclusions\">\n                    <jats:title>Conclusions<\/jats:title>\n                    <jats:p>Findings suggest a role for broader digital wraparound support beyond adherence monitoring for tuberculosis care in the context. Real-world considerations for the context suggest implementation of provider-facing smartphone interventions was perceived as highly feasible and acceptable, with appropriate consideration of personal cost associated with usage among stakeholders. Patient-facing or bidirectional tools would require modifications to existing mHealth implementation strategies, including more comprehensive assessment of digital literacy and related training, as well as provision of subsidized devices and data bundles.<\/jats:p>\n                  <\/jats:sec>","DOI":"10.2196\/92051","type":"journal-article","created":{"date-parts":[[2026,4,24]],"date-time":"2026-04-24T08:25:10Z","timestamp":1777019110000},"page":"e92051-e92051","source":"Crossref","is-referenced-by-count":0,"title":["Adaptation of a Smartphone-Based Mobile Health Program to Support Person-Centered Treatment of Tuberculosis in Kilimanjaro, Tanzania: Preimplementation Qualitative Needs Assessment"],"prefix":"10.2196","volume":"10","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-3692-5940","authenticated-orcid":false,"given":"Kennedy","family":"Ngowi","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0008-7905-463X","authenticated-orcid":false,"given":"Liza","family":"Khutsishvili","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0006-4446-1046","authenticated-orcid":false,"given":"Carolin","family":"Fabian","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6264-773X","authenticated-orcid":false,"given":"Margaretha","family":"Sariko","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0008-0373-9384","authenticated-orcid":false,"given":"Krisanta","family":"Wilhelm","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0660-6930","authenticated-orcid":false,"given":"Stellah","family":"Mpagama","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8115-2548","authenticated-orcid":false,"given":"Karen","family":"Ingersoll","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2040-0293","authenticated-orcid":false,"given":"Scott","family":"Heysell","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9879-7502","authenticated-orcid":false,"given":"Jacqueline","family":"Hodges","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1010","published-online":{"date-parts":[[2026,6,1]]},"reference":[{"key":"R1","unstructured":"Global Tuberculosis Report 2019. World Health Organization; Oct 15, 2019. URL: https:\/\/iris.who.int\/server\/api\/core\/bitstreams\/48b446af-11ff-4817-8750-d723c8f70787\/content [Accessed 22-05-2026]"},{"key":"R2","unstructured":"WHO global lists of high burden countries for tuberculosis (TB), TB\/HIV and multidrug\/rifampicin-resistant TB (MDR\/RR-TB), 2021\u20132025: background document. World Health Organization; 2021. URL: https:\/\/iris.who.int\/server\/api\/core\/bitstreams\/69a887d5-9f87-474a-b3ea-3b4f78a504e6\/content [Accessed 22-05-2026]"},{"issue":"2","key":"R3","doi-asserted-by":"publisher","first-page":"82","DOI":"10.4046\/trd.2022.0148","article-title":"Improving tuberculosis medication adherence: the potential of integrating digital technology and health belief model","volume":"86","author":"Sazali","journal-title":"Tuberc Respir Dis (Seoul)"},{"issue":"1","key":"R4","doi-asserted-by":"publisher","DOI":"10.1186\/s12879-024-09683-5","article-title":"Mortality and associated factors among patients with TB-HIV co-infection in Ethiopia: a systematic review and meta-analysis","volume":"24","author":"Moges","journal-title":"BMC Infect Dis"},{"issue":"10226","key":"R5","doi-asserted-by":"publisher","DOI":"10.1016\/S0140-6736(20)30049-0","article-title":"Challenging the management of drug-resistant tuberculosis","volume":"395","author":"Kim","journal-title":"Lancet"},{"key":"R6","doi-asserted-by":"publisher","DOI":"10.1177\/2055207616679264","article-title":"Exploring the ambivalent evidence base of mobile health (mHealth): a systematic literature review on the use of mobile phones for the improvement of community health in Africa","volume":"2","author":"Krah","journal-title":"Digit Health"},{"issue":"1","key":"R7","doi-asserted-by":"publisher","first-page":"e4","DOI":"10.1016\/S2589-7500(19)30008-1","article-title":"Mobile phone-enabled adherence in HIV\/AIDS","volume":"1","author":"Mills","journal-title":"Lancet Digit Health"},{"issue":"5","key":"R8","doi-asserted-by":"publisher","first-page":"1136","DOI":"10.1097\/QAI.0000000000002695","article-title":"Effect of digital adherence tools on adherence to antiretroviral treatment among adults living with HIV in Kilimanjaro, Tanzania: a randomized controlled trial","volume":"87","author":"Sumari-de Boer","journal-title":"J Acquir Immune Defic Syndr"},{"issue":"3","key":"R9","doi-asserted-by":"publisher","DOI":"10.1136\/bmjopen-2021-054867","article-title":"Process evaluation for the adaptation, testing and dissemination of a mobile health platform to support people with HIV and tuberculosis in Irkutsk, Siberia","volume":"12","author":"Hodges","journal-title":"BMJ Open"},{"key":"R10","doi-asserted-by":"publisher","DOI":"10.2174\/1874613601711010119","article-title":"mHealth interventions to support self-management in HIV: a systematic review","volume":"11","author":"Cooper","journal-title":"Open AIDS J"},{"issue":"1","key":"R11","doi-asserted-by":"publisher","first-page":"e26","DOI":"10.1016\/S2589-7500(19)30006-8","article-title":"Two-way mobile phone intervention compared with standard-of-care adherence support after second-line antiretroviral therapy failure: a multinational, randomised controlled trial","volume":"1","author":"Gross","journal-title":"Lancet Digit Health"},{"key":"R12","doi-asserted-by":"publisher","DOI":"10.2147\/PPA.S135540","article-title":"Text messaging to decrease tuberculosis treatment attrition in TB-HIV coinfection in Uganda","volume":"11","author":"Hermans","journal-title":"Patient Prefer Adherence"},{"issue":"10","key":"R13","doi-asserted-by":"publisher","first-page":"986","DOI":"10.1056\/NEJMc1806550","article-title":"Digital health support in treatment for tuberculosis","volume":"381","author":"Yoeli","journal-title":"N Engl J Med"},{"issue":"5","key":"R14","doi-asserted-by":"publisher","first-page":"1097","DOI":"10.1007\/s10461-015-1254-0","article-title":"Feasibility of real time medication monitoring among HIV infected and TB patients in a resource-limited setting","volume":"20","author":"de Sumari-de Boer","journal-title":"AIDS Behav"},{"issue":"2","key":"R15","doi-asserted-by":"publisher","DOI":"10.2196\/mhealth.5022","article-title":"Smartphone applications to support tuberculosis prevention and treatment: review and evaluation","volume":"4","author":"Iribarren","journal-title":"JMIR mHealth uHealth"},{"issue":"1","key":"R16","doi-asserted-by":"publisher","DOI":"10.1186\/s44247-023-00009-0","article-title":"Acceptability and feasibility of a mobile health application for enhancing public private mix for TB care among healthcare workers in southwestern Uganda","volume":"1","author":"Tumuhimbise","journal-title":"BMC Digit Health"},{"issue":"1","key":"R17","doi-asserted-by":"publisher","DOI":"10.2196\/11578","article-title":"Development of PositiveLinks: a mobile phone app to promote linkage and retention in care for people with HIV","volume":"3","author":"Laurence","journal-title":"JMIR Form Res"},{"issue":"6","key":"R18","doi-asserted-by":"publisher","first-page":"241","DOI":"10.1089\/apc.2017.0303","article-title":"PositiveLinks: a mobile health intervention for retention in HIV care and clinical outcomes with 12-month follow-up","volume":"32","author":"Dillingham","journal-title":"AIDS Patient Care STDS"},{"issue":"1","key":"R19","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0226870","article-title":"Long term impact of PositiveLinks: clinic-deployed mobile technology to improve engagement with HIV care","volume":"15","author":"Canan","journal-title":"PLoS One"},{"issue":"8","key":"R20","doi-asserted-by":"publisher","first-page":"2708","DOI":"10.1007\/s10461-024-04405-z","article-title":"Three-year follow-up of PositiveLinks: higher use of mHealth platform associated with sustained HIV suppression","volume":"28","author":"Bielick","journal-title":"AIDS Behav"},{"issue":"9","key":"R21","doi-asserted-by":"publisher","first-page":"931","DOI":"10.1037\/\/0003-066x.46.9.931","article-title":"Social action theory for a public health psychology","volume":"46","author":"Ewart","journal-title":"Am Psychol"},{"issue":"1","key":"R22","doi-asserted-by":"publisher","first-page":"66","DOI":"10.1007\/s10461-007-9311-y","article-title":"The information-motivation-behavioral skills model of ART adherence in a deep south HIV+ clinic sample","volume":"13","author":"Amico","journal-title":"AIDS Behav"},{"issue":"11","key":"R23","doi-asserted-by":"publisher","first-page":"3603","DOI":"10.1007\/s10461-018-2095-4","article-title":"An information-motivation-behavioral skills model of PrEP uptake","volume":"22","author":"Dubov","journal-title":"AIDS Behav"},{"issue":"3","key":"R24","doi-asserted-by":"publisher","first-page":"84","DOI":"10.1089\/apc.2020.0233","article-title":"Implementation of a mobile health strategy to improve linkage to and engagement with HIV care for people living with HIV, tuberculosis, and substance use in Irkutsk, Siberia","volume":"35","author":"Hodges","journal-title":"AIDS Patient Care STDS"},{"issue":"5","key":"R25","doi-asserted-by":"publisher","first-page":"357","DOI":"10.1111\/tmi.13867","article-title":"Shorter regimens improved treatment outcomes of multidrug\u2010resistant tuberculosis patients in Tanzania in 2018 cohort","volume":"28","author":"Mleoh","journal-title":"Tropical Med Int Health"},{"issue":"8","key":"R26","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0161171","article-title":"Home-based and facility-based directly observed therapy of tuberculosis treatment under programmatic conditions in urban Tanzania","volume":"11","author":"Mhimbira","journal-title":"PLoS One"},{"key":"R27","unstructured":"Hennink M Hutter I Bailey A . SAGE Qualitative Research Methods. Sage Publications, Inc; 2020. ISBN: 1473944252"},{"issue":"4","key":"R28","doi-asserted-by":"publisher","first-page":"e479","DOI":"10.1016\/S2214-109X(20)30548-9","article-title":"Dynamic needs and challenges of people with drug-resistant tuberculosis and HIV in South Africa: a qualitative study","volume":"9","author":"Daftary","journal-title":"Lancet Glob Health"},{"issue":"2","key":"R29","doi-asserted-by":"publisher","first-page":"167","DOI":"10.1111\/1467-9566.ep11339939","article-title":"Chronic illness as biographical disruption","volume":"4","author":"Bury","journal-title":"Sociol Health Illn"},{"issue":"2","key":"R30","doi-asserted-by":"publisher","DOI":"10.2196\/24561","article-title":"A mobile health app to support patients receiving medication-assisted treatment for opioid use disorder: development and feasibility study","volume":"5","author":"Waselewski","journal-title":"JMIR Form Res"},{"issue":"1","key":"R31","doi-asserted-by":"publisher","DOI":"10.1186\/1748-5908-4-50","article-title":"Fostering implementation of health services research findings into practice: a consolidated framework for advancing implementation science","volume":"4","author":"Damschroder","journal-title":"Implementation Sci"},{"issue":"1","key":"R32","doi-asserted-by":"publisher","DOI":"10.1186\/s13012-022-01245-0","article-title":"The updated Consolidated Framework for Implementation Research based on user feedback","volume":"17","author":"Damschroder","journal-title":"Implement Sci"},{"issue":"4","key":"R33","doi-asserted-by":"publisher","DOI":"10.2196\/19163","article-title":"An implementation strategy to expand mobile health use in HIV care settings: rapid evaluation study using the Consolidated Framework for Implementation Research","volume":"9","author":"Cohn","journal-title":"JMIR mHealth uHealth"},{"key":"R34","doi-asserted-by":"publisher","DOI":"10.1177\/1609406919899220","article-title":"Intercoder reliability in qualitative research: debates and practical guidelines","volume":"19","author":"O\u2019Connor","journal-title":"Int J Qual Methods"},{"issue":"1","key":"R35","doi-asserted-by":"publisher","first-page":"159","DOI":"10.2307\/2529310","article-title":"The measurement of observer agreement for categorical data","volume":"33","author":"Landis","journal-title":"Biometrics"},{"issue":"6","key":"R36","doi-asserted-by":"publisher","first-page":"2011","DOI":"10.46743\/2160-3715\/2021.5010","article-title":"Reflexive thematic analysis for applied qualitative health research","volume":"26","author":"Campbell","journal-title":"Qual Rep"},{"issue":"2","key":"R37","doi-asserted-by":"publisher","first-page":"77","DOI":"10.1191\/1478088706qp063oa","article-title":"Using thematic analysis in psychology","volume":"3","author":"Braun","journal-title":"Qual Res Psychol"},{"issue":"7","key":"R38","doi-asserted-by":"publisher","first-page":"764","DOI":"10.1016\/S1473-3099(24)00816-8","article-title":"Effects of conditional cash transfers and pre-test and post-test tuberculosis counselling on patient outcomes and loss to follow-up across the continuum of care in South Africa: a randomised controlled trial","volume":"25","author":"Ismail","journal-title":"Lancet Infect Dis"},{"issue":"4","key":"R39","doi-asserted-by":"publisher","first-page":"176","DOI":"10.5588\/ijtld.23.0412","article-title":"Cash transfers to enhance completion of TB screening among household contacts in rural Tanzania","volume":"28","author":"Ilaiwy","journal-title":"Int J Tuberc Lung Dis"},{"key":"R40","unstructured":"Social media use continues to rise in developing countries but plateaus across developed ones. Pew Research Center. Jun 19, 2018. URL: https:\/\/www.pewresearch.org\/global\/2018\/06\/19\/social-media-use-continues-to-rise-in-developing-countries-but-plateaus-across-developed-ones\/?gad_source=1&gad_campaignid=23853897313&gbraid=0AAAAA-ddO9F_cWu8vvmiWjFiZbO_dDfxq&gclid=EAIaIQobChMI_IXSmYHMlAMVl8M8Ah0nsgZkEAAYASAAEgLJ7vD_BwE [Accessed 22-02-2026]"},{"issue":"1","key":"R41","doi-asserted-by":"publisher","DOI":"10.1183\/20734735.0173-2025","article-title":"Enhancing tuberculosis care in lower and middle-income countries through digital adherence technologies","volume":"22","author":"Ahmad","journal-title":"Breathe (Sheff)"},{"issue":"1","key":"R42","doi-asserted-by":"publisher","DOI":"10.1186\/s12889-022-12987-3","article-title":"Economic burden of tuberculosis in Tanzania: a national survey of costs faced by tuberculosis-affected households","volume":"22","author":"Kilale","journal-title":"BMC Public Health"},{"issue":"7","key":"R43","first-page":"856","volume":"12","author":"Somma","journal-title":"Int J Tuberc Lung Dis"},{"issue":"3","key":"R44","doi-asserted-by":"publisher","first-page":"437","DOI":"10.1007\/s11524-017-0137-2","article-title":"Urban health in Tanzania: questioning the urban advantage","volume":"94","author":"Levira","journal-title":"J Urban Health"},{"issue":"1","key":"R45","doi-asserted-by":"publisher","DOI":"10.1080\/17441692.2023.2196569","article-title":"Roadblocks and resilience: a qualitative study of the impact of pediatric tuberculosis on Tanzanian households and solutions from caregivers","volume":"18","author":"de Guex","journal-title":"Glob Public Health"},{"key":"R46","doi-asserted-by":"publisher","DOI":"10.2174\/0118744346356368241218080300","article-title":"Transforming nursing practice to optimize care of patients with tuberculosis and associated comorbidities in the Kilimanjaro region, Tanzania","volume":"19","author":"Shayo","journal-title":"Open Nurs J"},{"issue":"9","key":"R47","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pdig.0000257","article-title":"Acceptability of using mobile Health (mHealth) as an intervention tool for people with drug use disorders in Tanga, Tanzania","volume":"2","author":"Munishi","journal-title":"PLOS Digit Health"},{"key":"R48","doi-asserted-by":"publisher","DOI":"10.2196\/46853","article-title":"Retention in an mHealth app aiming to promote the use of HIV pre-exposure prophylaxis among female sex workers in Dar es Salaam, Tanzania: prospective cohort study","volume":"11","author":"Mbotwa","journal-title":"JMIR mHealth uHealth"},{"issue":"1","key":"R49","doi-asserted-by":"publisher","DOI":"10.1186\/1748-5908-8-125","article-title":"Recruiting clinical personnel as research participants: a framework for assessing feasibility","volume":"8","author":"Hysong","journal-title":"Implement Sci"}],"container-title":["JMIR Formative Research"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/formative.jmir.org\/2026\/1\/e92051","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,7,31]],"date-time":"2026-07-31T22:24:01Z","timestamp":1785536641000},"score":1,"resource":{"primary":{"URL":"https:\/\/formative.jmir.org\/2026\/1\/e92051"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,6,1]]},"references-count":49,"URL":"https:\/\/doi.org\/10.2196\/92051","relation":{},"ISSN":["2561-326X"],"issn-type":[{"value":"2561-326X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,6,1]]},"article-number":"v10i2e92051"}}