MOs described telemedicine adoption as a progressive process shaped by prior clinical experience, digital exposure, and evolving professional responsibilities. Their accounts reflected the CFIR domain of Individuals—Capability, as MOs drew on previous clinical training and project experience to operationalize remote care within their routine practice. One MO described his professional pathway and current responsibility within the telemedicine model:

Prior familiarity with digital health platforms also influenced the ease with which MOs transitioned to virtual consultations. In terms of the TAM construct of perceived ease of use, previous exposure to existing telemedicine systems reduced the learning burden associated with the new portal. One MO explained:

At the same time, the introduction of new portable diagnostic devices required adaptation. This again reflected TAM’s perceived ease of use, as MOs compared earlier clinical tools with the simplified but unfamiliar portable equipment used in the project. One MO stated:

Together, these accounts suggest that MOs’ readiness for telemedicine was not uniform but was shaped by cumulative clinical experience, prior digital exposure, and gradual adaptation to new diagnostic and consultation workflows.

Structured training and ongoing system-level support were central to MOs’ confidence in delivering telemedicine. This aligned with the CFIR Inner Setting domain, particularly Access to Knowledge and Information, because formal induction training provided the knowledge required to use the portal, conduct video consultations, and generate e-prescriptions. One MO described the initial training process:

In addition to formal training, MOs emphasized the importance of real-time collaboration with nursing and field staff. This reflected the CFIR construct of Available Resources within the Inner Setting because the presence of trained support staff during consultations made remote clinical workflows more manageable. One MO explained:

MOs also reported that continuous technical and clinical support reduced early hesitation and enabled them to use the system more efficiently over time. This again highlighted the CFIR Inner Setting—Available Resources domain, as accessible support mechanisms helped convert initial uncertainty into routine use. One MO stated:

These findings indicate that MOs’ adoption of telemedicine was supported not only by individual capability but also by structured onboarding, team-based assistance, and responsive technical support.

Once MOs became familiar with the telemedicine system, platform design and adaptive communication strategies played an important role in integrating teleconsultations into routine clinical workflows. The centralized design of the portal was appreciated because it brought multiple consultation-related functions into a single interface. This reflected the CFIR construct of Innovation—Innovation Design, as a well-organized system reduced clinical friction and supported efficient decision-making. One MO explained:

However, network instability sometimes disrupted communication during consultations. MOs described using alternative communication mechanisms, such as the chatbot, when symptoms could not be clearly conveyed through video. This reflected the CFIR domain of Implementation Process—Tailoring Strategies because clinicians and field teams adapted the consultation process according to local connectivity constraints. One MO stated:

Technical difficulties such as server downtime and login problems were also reported, although MOs noted that these issues were generally resolved quickly. This again highlighted the importance of the CFIR Inner Setting—Information Technology Infrastructure, as the reliability of technical support influenced whether workflow disruptions became minor interruptions or major barriers to care. One MO explained:

These accounts suggest that workflow continuity depended not only on the usability of the digital platform but also on the availability of fallback mechanisms and responsive technical support when connectivity or system problems occurred.

MOs reported that digital recording of vital signs and photographic verification strengthened their confidence in remotely obtained clinical information. This aligned with the CFIR construct of Innovation—Innovation Evidence Base because the ability to review entered vitals and cross-check photographic evidence enhanced trust in the quality of remote clinical data. One MO described the verification process:

At the same time, MOs recognized that telemedicine had clinical boundaries. Although remote consultations were sufficient for many routine conditions, certain clinical situations still required physical examination. This reflected the CFIR domain of Individuals—Capability, as MOs exercised professional judgment about when teleconsultation was appropriate and when in-person care was necessary. One MO stated:

Thus, telemedicine was perceived as a valuable model for routine primary care delivery, but MOs maintained clear clinical boundaries and referred patients to face-to-face examination when physical assessment was essential.

MOs described patient acceptance as developing through continued communication, follow-up, and positive experiences with the service. This reflected the CFIR Inner Setting—Communication domain because sustained interaction between patients, frontline workers, and remote clinicians helped build trust in the telemedicine model. One MO reported:

Communication during teleconsultations was also shaped by local language use and cultural expectations. This aligned with the CFIR Outer Setting—Local Attitudes domain because rural patients’ comfort with video-based care was influenced by language, gender norms, and familiarity with digital interaction. One MO explained:

Continued information exchange between MOs and field workers supported follow-up and allowed clinicians to monitor patient progress. This reflected the CFIR construct of Innovation—Innovation Recipient Impact, as the telemedicine model influenced not only individual consultations but also ongoing care relationships. One MO stated:

These findings indicate that acceptance of telemedicine was supported not simply by the availability of remote consultation but by sustained interpersonal mediation and continuity between remote clinicians and community-based health workers.

MOs emphasized that telemedicine delivery depended on coordination among clinical, nursing, technical, and community teams. This reflected the CFIR Inner Setting—Learning Centeredness domain because collective preparation and shared understanding were important before the service was deployed in the field. One MO described this process:

Feedback from clinical staff also contributed to iterative improvements in the telemedicine workflow. This aligned with the CFIR domain of Implementation Process—Reflecting and Evaluating because monthly review and practical feedback led to modifications that simplified the consultation process. One MO explained:

These accounts show that implementation was not a one-time deployment but an evolving process in which team coordination, training, and continuous feedback shaped the usability and effectiveness of the telemedicine system.

MOs described several practical adaptations that helped sustain telemedicine delivery when digital infrastructure was unstable. This reflected the CFIR domain of Implementation Process—Adapting because clinicians and field teams developed workarounds to maintain service continuity. One MO stated:

MOs also viewed telemedicine as a valuable long-term addition to primary health care delivery. This aligned with the CFIR Inner Setting—Mission Alignment domain because telemedicine was seen as complementary to existing services and consistent with broader goals of improving access in remote areas. One MO explained:

The commitment of MOs extended beyond routine working hours in some situations, reflecting both individual motivation and the adoptability of the model. This aligned with the CFIR construct of Implementation Outcome—Adoptability, as clinicians were willing to use personal devices when necessary to ensure continuity of care. One MO stated:

MOs also acted as internal champions for telemedicine by discussing complex cases with colleagues and sharing positive experiences with peers. This again supported the CFIR domain of Implementation Outcome—Adoptability because professional endorsement and peer communication can strengthen broader acceptance of digital health innovations. One MO explained:

Finally, MOs reflected on the long-term benefits of telemedicine for patients, particularly older patients, while also identifying the need for privacy-sensitive physical spaces. This reflected the CFIR domain of Implementation Outcome—Reflecting and Evaluating because participants evaluated both the benefits of the service and the improvements required for equitable and sustainable implementation. One MO stated:

These reflections suggest that while MOs broadly endorsed the telemedicine model, they recognized that its long-term sustainability and equity depend on technological refinement, reliable infrastructure, peer support, and attention to culturally appropriate physical spaces at the point of care.

Nurses and ASHA or ANM workers described their roles as extending beyond basic facilitation of teleconsultations to include patient assessment, vital sign measurement, digital data entry, coordination with remote doctors, patient education, and follow-up. This reflected the CFIR domain of Individuals—Capability, as frontline workers took on an expanded clinical and digital role within the assisted telemedicine model. One nurse described this end-to-end role:

Similarly, an ASHA worker described simultaneously assessing patients, recording BP, SpO_₂, and ECG, communicating findings to doctors, explaining prescriptions, and creating community awareness (ASHA01). These accounts indicate that the assisted telemedicine model fundamentally expanded the scope of frontline practice, positioning these workers as the primary clinical and digital interface between patients and remote doctors.

Prior clinical and technical exposure appeared to facilitate adaptation to the digital workflow. In terms of the TAM construct of perceived ease of use, existing familiarity with clinical monitoring equipment eased the transition to portable diagnostic tools, while structured hands-on training provided the skills required to perform the expanded role. A nurse noted previous experience with ventilators, patient monitoring systems, and 12-lead ECG, suggesting that existing familiarity with clinical monitoring equipment eased the transition to portable diagnostic tools (NO10). Structured onboarding further reinforced this readiness; one nurse described 10 days of practical training covering vital sign measurement on dummy patients, ECG operation, portal use, video consultations, chatbot functions, e-prescriptions, and monitoring doctor availability (NO04).

Together, these findings suggest that frontline workers’ initial readiness for telemedicine was shaped by prior clinical experience, digital familiarity, and the expanded professional responsibilities they assumed within the telemedicine workflow.

Structured hands-on training provided the skills required to perform the expanded frontline role. This aligned with the CFIR Inner Setting—Access to Knowledge and Information domain because formal training equipped workers with the practical knowledge needed to operate devices, use the portal, and coordinate teleconsultations. One nurse described the training process:

Continued access to technical assistance further supported implementation. This reflected the CFIR Inner Setting—Available Resources domain, as responsive technical support helped frontline workers resolve operational problems quickly. One ASHA worker reported:

Together, these findings suggest that frontline workers’ capacity to deliver telemedicine was built through a combination of prior clinical experience, structured practical training, and responsive post-deployment support.

Frontline workers generally found routine devices and the telemedicine portal manageable after training, although the portable ECG initially required additional familiarization. This aligned with the TAM construct of perceived ease of use, as workers’ confidence improved through training and repeated use. An ASHA worker explained:

The portal and app were also considered accessible, with bilingual instructions in Hindi and English and clearly structured data entry fields facilitating use among workers with varying levels of digital familiarity. An ASHA worker stated:

Connectivity remained an important operational constraint, particularly during video consultations. This reflected the CFIR Inner Setting—Information Technology Infrastructure domain because network limitations directly affected the reliability of real-time consultations. Workers reported using the chatbot and other communication channels when network availability was inadequate. As an ANM explained:

Similarly, when the portal was unavailable, workers shifted consultations to alternative video calling apps and simultaneously reported technical failures to the IT team while maintaining direct communication with doctors. This reflected the CFIR domain of Implementation Process—Adapting, as frontline workers developed practical workarounds to maintain service continuity. One nurse stated:

Another nurse explained:

Taken together, these accounts suggest that continuity of telemedicine depended not only on system usability but also on frontline workers’ ability to adapt workflows dynamically and access timely technical support when digital infrastructure failed.

Nurses and community health workers played an important intermediary role in introducing telemedicine, addressing hesitation, and making remote consultations understandable to patients. This aligned with the CFIR Outer Setting—Local Conditions domain because frontline workers used existing community relationships to improve access and encourage use of the service. ASHA workers shared their phone numbers during awareness meetings and health camps so that patients could contact them directly when unwell. One ASHA worker reported:

Local examples of patients who had benefited from telemedicine were used to build confidence among hesitant community members. This reflected the CFIR domain of Implementation Process—Engaging because trust was generated through local evidence and repeated interpersonal communication. One ASHA worker stated:

Continued counseling and motivation were also considered essential for patients accustomed to conventional face-to-face care. Another ASHA worker noted:

During consultations, frontline workers mediated linguistic and health literacy barriers by translating doctors’ instructions and explaining digital prescriptions. This reflected the CFIR domain of Implementation Process—Doing because frontline workers actively facilitated the consultation process and ensured that medical advice was understood. A nurse stated:

Another nurse described explaining prescription abbreviations and translating e-prescription instructions into the local language:

Gender and privacy concerns also influenced acceptance. This aligned with the CFIR construct of Innovation—Innovation Recipient Impact because patients’ acceptance of telemedicine was shaped by reassurance, confidentiality, and observed benefits. An ANM reported that some female patients initially hesitated about video consultations but became more accepting after reassurance about data confidentiality, discussion of other patients’ recovery, and explanation of the benefits of telemedicine:

The frontline role also extended beyond the initial teleconsultation to monitoring treatment adherence and assessing patient improvement. This reflected the TAM construct of perceived usefulness because follow-up reinforced the practical value of telemedicine for patients. A nurse described:

Patients also returned with positive feedback and reported recovery, reinforcing frontline workers’ confidence in the service and validating the model’s clinical utility at the community level. An ASHA worker stated:

These findings indicate that frontline workers functioned as clinical, linguistic, and cultural intermediaries, connecting the digital system with patients’ social, linguistic, and practical needs.

Although frontline workers perceived clear benefits from telemedicine, they identified several conditions required for sustained implementation. This reflected the CFIR domain of Implementation Process—Assessing Context because participants highlighted gaps in medicines, physical infrastructure, connectivity, and devices that needed to be addressed to strengthen service delivery. One nurse summarized the importance of integrating medicines into the model:

An ASHA worker advocated for dedicated consultation spaces, noting:

An ANM further emphasized the need for technology adapted to rural connectivity constraints, stating:

Ongoing feedback from frontline workers additionally contributed to system improvement. This aligned with the CFIR domain of Implementation Process—Reflecting and Evaluating because technical and operational problems were reported, reviewed, and resolved during implementation. Participants described technical and operational problems being reported to the project team and resolved within a few days. One nurse stated:

Online training was also provided when additional support was required. One nurse explained:

Coordination between frontline workers and remote doctors also provided an important safety mechanism during technical disruptions. This reflected the CFIR domain of Individuals—Capability, as clinicians and frontline workers used alternative communication methods to maintain care when the primary system failed. One nurse stated:

Thus, continuity was supported by a combination of structured follow-up practices, interprofessional communication, responsive technical support, and iterative learning rather than by the digital platform alone.

Despite the constraints identified, frontline workers expressed strong support for continuation because telemedicine reduced travel, waiting time, and costs, particularly for older and geographically remote patients. This reflected the CFIR construct of Innovation—Relative Advantage and the TAM construct of perceived usefulness because frontline workers judged telemedicine to be beneficial compared with conventional care-seeking pathways. An ANM stated:

An ASHA worker similarly advocated for the service’s continuation, noting:

At the same time, participants recognized that further improvements were necessary for long-term sustainability. This reflected the CFIR domain of Implementation Process—Reflecting and Evaluating because frontline workers evaluated both the benefits of the service and the system-level improvements required for continued delivery. One nurse summarized:

These reflections suggest that while frontline workers strongly endorsed the telemedicine model, its long-term sustainability depends on addressing systemic gaps in physical infrastructure, medicine supply, digital connectivity, and service availability.

Patients described telemedicine primarily in relation to the practical difficulties they previously experienced when seeking conventional health care. This reflected the CFIR domain of the Outer Setting—Local Conditions, as participants reported long travel distances, transportation costs, accompanying family members, waiting times, and disruption of daily activities. One participant explained the logistical burden:

Awareness of telemedicine was largely generated through ASHA workers, project staff, and community members, which aligned with the CFIR construct of Individuals—Motivation, as interpersonal networks drove the initial desire to try the service. As one participant described:

Furthermore, positive experiences shared within villages encouraged its use, reflecting the TAM construct of social influence. Another participant noted:

These accounts indicate that initial engagement was driven not by institutional marketing but by organic, community-level diffusion through trusted personal networks. Additionally, patients’ baseline digital readiness was limited; reflecting the CFIR domain of Individuals—Capability, 1 patient recalled having seen a BP machine at the anganwadi but never at home (PT07), highlighting the absolute necessity of the assisted telemedicine model.

Patients did not generally experience telemedicine as a fully self-directed digital service. Instead, local health workers provided the practical bridge between patients and remote doctors. This reflected the CFIR domain of Implementation Process—Engaging, as frontline workers registered patients, recorded symptoms and vital signs, facilitated video consultations, and explained prescriptions. One participant described the structured workflow:

Another stated:

This active facilitation compensated for the patients’ limited direct experience with digital devices. Patients’ confidence also developed through repeated exposure and communication in familiar language, which addressed the CFIR Outer Setting—Local Attitudes regarding cultural and linguistic comfort. One participant explained that the consultation language was easy to understand and that continued support could enable educated family members to assist with future use:

Thus, patients’ engagement with telemedicine appeared to depend substantially on human mediation and the Innovation Design of the assisted delivery model rather than digital access alone.

Patients described trust as developing through familiarity with local health workers, clear communication, and positive experiences with treatment. This aligned with the CFIR construct of Innovation—Innovation Evidence Base, as observable clinical effectiveness validated the remote care model. One participant stated:

Privacy and confidentiality were also important for patients’ comfort during remote consultations. This reflected the CFIR Inner Setting—Recipient Centeredness, as respectful interactions and data protection ensured patient dignity in a close-knit community setting. One participant reported:

These accounts suggest that acceptance of telemedicine was influenced not only by access to a remote doctor but also by the quality of interpersonal mediation surrounding the consultation, including reassurance, understandable communication, and confidence that personal health information would remain private.

Patients consistently emphasized the practical value of receiving care closer to home. This strongly reflected the TAM construct of perceived usefulness, as telemedicine was perceived to reduce travel, time, financial expenditure, and disruption to daily activities. One participant reported:

Another emphasized the comparative benefits:

These perceived advantages contributed to a strong TAM behavioral intention to continue using the service and to recommend it to others. One participant stated:

Furthermore, acceptance extended beyond individual users through organic peer support, reflecting actual system use and community-level diffusion. One patient reported actively supporting hesitant peers:

This suggests that satisfied patients assumed informal advocacy roles that reinforced community-level adoption.

Despite generally positive experiences, patients identified limitations that restricted the completeness and reliability of telemedicine. Network instability sometimes resulted in interrupted audio and blurred video during consultations, highlighting constraints within the CFIR Inner Setting—Information Technology Infrastructure. One participant noted:

Participants also reported that medicines and certain diagnostic tests were not always available through the telemedicine service, requiring visits to government hospitals. This reflected gaps in local resource availability and the Outer Setting. One participant stated:

Patients therefore suggested that the service would be more useful if medicines, injections, and basic investigations were available locally with trained staff:

Importantly, patients also provided a balanced assessment of the service’s operational reliability, reflecting the CFIR Inner Setting—Work Infrastructure. One participant reported:

Patients further recognized the workload pressures on frontline workers and advocated for enhanced institutional support, noting:

They also valued the responsiveness of the project team to feedback, an essential component of the CFIR Implementation Process—Reflecting and Evaluating, although quicker responses and follow-up were suggested as areas for improvement:

Overall, patients’ accounts reflected a positive assessment of telemedicine particularly because it brought medical consultation closer to their homes and reduced the logistical burden of conventional health care seeking. Engaging in the CFIR Implementation Process—Reflecting and Evaluating, one participant summarized this experience:

At the same time, patients’ reflections indicate that continued engagement depended on maintaining the human support surrounding the technology and addressing practical limitations, such as connectivity, medicine availability, diagnostic services, staffing, and follow-up. Participants also expressed willingness to remain involved in future discussions and service improvement, reflecting the CFIR Implementation Outcome—Implementability and a sense of shared ownership. One participant stated:

This willingness to contribute suggests that patients had transitioned from passive recipients to active stakeholders in the telemedicine model.