Access To Health Care Services Research Articles

Women Acute Myocardial Infarction—Identifying and Understanding the Gender Gap (WAMy-GAP): A Study Protocol

Barriers to accessing care and misinterpretations of ischemic heart disease symptoms due to lack of awareness contribute to women’s delay in seeking care. Women may delay seeking treatment for up to 3 h or even up to 5 days. They often perceive themselves to be at low risk of cardiovascular disease (CVD) and prioritize family responsibilities or household chores. The causes of this delay are multifactorial and influence the decision-making process, particularly in the pre-hospital phase. The objective of this study protocol is to evaluate prodromal symptoms and identify risk behaviors in women with acute myocardial infarction (AMI). This is a protocol for a multicenter study that will be conducted using the mixed-method methodology using the McSweeney Acute and Prodromal Myocardial Infarction Symptom Survey (MAPMISS) to evaluate symptoms and semi-structured interviews to investigate behaviors. This study protocol is intended to fill an important knowledge gap on premonitory and acute symptoms of AMI in women in Italy, as well as to understand the causes and mechanisms underlying delays in accessing healthcare services during an acute event such as AMI. The investigation of this issue will facilitate the removal of gender-related inequalities in the diagnosis and treatment of acute myocardial infarction while also fostering dialogue on the barriers to behavior change.

Patterns of Service Utilization across the Full Continuum of Care: Using Patient Journeys to Assess Disparities in access to Health Services

Healthcare organizations have a contractual obligation to the public to address population-level inequities to health services access and shed light on them. Various studies have focused on achieving equitable access to healthcare services for vulnerable patients. However, these studies do not provide a nuanced perspective based on the local reality across the full continuum of care. In previous work, graph topology was used to provide visual depictions of the dynamics of patients’ movement across a complex healthcare system. Using patients’ encounters data represented as a graph, this study expands on previous work and proposes a methodology to identify and quantify cohort-specific disparities in accessing healthcare services across the continuum of care. The result has demonstrated that a more nuanced approach to assessing access-to-care disparity is doable using patients’ patterns of service utilization from a longitudinal cross-continuum healthcare dataset. The proposed method can be used as part of a toolkit to support healthcare organizations that wish to structure their services to provide better care to their vulnerable populations based on the local realities. This provides a first step in addressing inequities for vulnerable patients in accessing healthcare services. However, additional steps need to be considered to fully address these inequities.

"For a man to go to hospital, then that would be his last option": A qualitative study exploring men's experiences, perceptions and healthcare needs in the implementation of Universal Health Coverage in Kenya.

The achievement of Universal Health Coverage (UHC) requires equitable access and utilization of healthcare services across all population groups, including men. However, men often face unique barriers that impede their engagement with health systems which are influenced by a myriad of socio-cultural, economic, and systemic factors. Therefore, understanding men's perspectives and experiences is crucial to identifying barriers and facilitators to their healthcare-seeking behaviour under UHC initiatives. This qualitative study sought to explore men's perceptions, experiences, healthcare needs and potential strategies to inform an impartial implementation of Universal Health Coverage (UHC) in Kenya. The study employed a qualitative research design to investigate men's healthcare experiences in 12 counties across Kenya. Thirty focus group discussions involving 296 male participants were conducted. Men were purposively selected and mobilized through the support of health facility-in-charges, public health officers, and community health extension workers. Data was coded according to emergent views and further categorized thematically into three main domains (1) Perspectives and experiences of healthcare access (2) Socio-cultural beliefs and societal expectations (3) Desires and expectations of health systems. Findings revealed complex sociocultural, economic, and health system factors that influenced men's healthcare experiences and needs which included: masculinity norms and gender roles, financial constraints and perceived unaffordability of services, lack of male-friendly and gender-responsive healthcare services, confidentiality concerns, and limited health literacy and awareness about available UHC services. Our study has revealed a disconnect between men's needs and the current healthcare system. The expectations concerning masculinity further exacerbate the problem and exclude men further hindering men's ability to receive appropriate care. This data provides important considerations for the development of comprehensive and gender-transformative approaches challenging harmful masculine norms, pushing for financial risk protection mechanisms and gender-responsive healthcare delivery attuned to the unique needs and preferences of men.

Online Medicine Application with Personalized Blockchain Wallet and AI-Based Doctor Consultation System

The "Online Medicine Application with Personalized Blockchain Wallet and AI-based Doctor Consultancy System" presents a visionary approach to address the evolving healthcare landscape by integrating cutting-edge technologies. This initiative encompasses an intuitive online medical application facilitating seamless healthcare service access, alongside a secure and personalized blockchain wallet for confidential health record management. Additionally, it features an AI-driven doctor consultancy system for intelligent diagnosis and treatment recommendations. Emphasizing digital transformation, accessibility, and data security, the project aims to enhance healthcare convenience and patient-centricity. Successful implementation promises to revolutionize healthcare delivery, empowering individuals while addressing regulatory challenges. This report delineates the project methodology, utilized technologies, system architecture, data privacy measures, implementation phases, and testing processes. Moreover, it discusses user training, support strategies, deployment plans, and future directions. By amalgamating these components, the project endeavours to redefine healthcare accessibility and quality, transforming the delivery and experience of healthcare services. Keywords: Blockchain Healthcare, Medical Records Security, Medication Catalog, Personalized Blockchain Wallet, AI Chatbot, Smart Contracts, Patient Privacy

Exploring End-of-Life Care for Patients with Breast Cancer, Dementia or Heart Failure: A Register-Based Study of Individual and Institutional Factors.

To examine variations in end-of-life care for breast cancer, heart failure, and dementia patients. Data from four Norwegian health registries were linked using a personal identification number. Longitudinal trends over 365 days and the type of care on the final day of life were analyzed using descriptive techniques and logistic regression analysis. Patients with dementia were more commonly placed in nursing homes than patients in the two other groups, while patients with heart failure and breast cancer were more frequently hospitalized than the dementia patients. Breast cancer and heart failure patients had a higher likelihood of dying at home than dementia patients. The higher the number of general practitioners, the higher was the probability of home-based end-of-life care for cancer patients, while an increasing non-physician healthcare workers increased the likelihood of home-based care for the other patient groups. Diagnoses, individual characteristics, and service availability are all associated with the place of death in end-of-life care. The higher the availability of health care services, the higher also is the probability of ending the life at home.

COVID-19 Pandemic and Its Global Impact on the Accessibility and Provision of Maternal and Child Health Care Services.

COVID-19 Pandemic and Its Global Impact on the Accessibility and Provision of Maternal and Child Health Care Services.

CHALLENGES AND SOLUTIONS IN IMPLEMENTATION OF HEALTH MANAGEMENT SYSTEM FINANCING IN NIGERIA

Health care management system financing plays a vital role in ensuring the availability and accessibility of quality health care services. However, numerous challenges and constraints exist that can hinder the effective financing and sustainability of health care systems. Understanding and addressing these challenges is essential for improving health care financing mechanisms and achieving better health outcomes (124, 125) Healthcare systems in suffer from neglect and underfunding, leading to severe challenges across the six World Health Organization (WHO) pillars of healthcare delivery. We conducted this study to identify the principal challenges in the health sector in and their solutions for evidence-based decisions, policy development and program prioritization Insufficient Funding Allocation: One of the primary challenges in health care management system financing is the inadequate allocation of funds. Limited financial resources can restrict the availability of essential health care services, compromise service quality, and undermine the overall functioning of the health care system. Insufficient funding allocation hampers infrastructure development, workforce capacity building, and the procurement of medical supplies and equipment (126).

Enablers and barriers to primary health care access for Indigenous adolescents: a systematic review and meta-aggregation of studies across Australia, Canada, New Zealand, and USA

BackgroundIndigenous adolescents access primary health care services at lower rates, despite their greater health needs and experience of disadvantage. This systematic review identifies the enablers and barriers to primary health care access for Indigenous adolescents to inform service and policy improvements.MethodsWe systematically searched databases for publications reporting enablers or barriers to primary health care access for Indigenous adolescents from the perspective of adolescents, their parents and health care providers, and included studies focused on Indigenous adolescents aged 10–24 years from Australia, Canada, New Zealand, and United States of America. Results were analyzed against the WHO Global standards for quality health-care services for adolescents. An additional ninth standard was added which focused on cultural safety.ResultsA total of 41 studies were included. More barriers were identified than enablers, and against the WHO Global standards most enablers and barriers related to supply factors – providers’ competencies, appropriate package of services, and cultural safety. Providers who built trust, respect, and relationships; appropriate package of service; and culturally safe environments and care were enablers to care reported by adolescents, and health care providers and parents. Embarrassment, shame, or fear; a lack of culturally appropriate services; and privacy and confidentiality were common barriers identified by both adolescent and health care providers and parents. Cultural safety was identified as a key issue among Indigenous adolescents. Enablers and barriers related to cultural safety included culturally appropriate services, culturally safe environment and care, traditional and cultural practices, cultural protocols, Indigenous health care providers, cultural training for health care providers, and colonization, intergenerational trauma, and racism. Nine recommendations were identified which aim to address the enablers and barriers associated with primary health care access for Indigenous adolescents.ConclusionThis review provides important evidence to inform how services, organizations and governments can create accessible primary health care services that specifically meet the needs of Indigenous adolescents. We identify nine recommendations for improving the accessibility of primary health care services for Indigenous adolescents.

A Study on Consumer Perceptions Towards Telemedicine in Vadodara

A Study on Consumer Perceptions Towards Telemedicine in Vadodara

Accessibility and availability of maternal and reproductive health care services: ensuring health equity among rural women in Southern India

IntroductionThe health of women is of particular concern because they often have greater health needs than men and many women still lack access to quality healthcare services, preventing their ability to attain the best possible level of health. Hence, this study aimed to assess the accessibility and availability of health services among rural women.MethodsA household survey was conducted by using a multi-stage sample with 407 married women aged 18–45 years, having at least one child and living in Tiruchirappalli District, Tamil Nadu were recruited for this study. A semi-structured questionnaire was used to collect data about the demographic status, and accessibility and availability of health services.ResultsOf the 407 respondents, 70% were aged between 26 and 40 years, 73% were working as farmers and labourers and 77% were living in nuclear families. 71% of them had enjoyed hospital facilities near their residence and 83% of the hospitals were run by the government. In village health nurse service (VHN), 34% of the respondents had received all services from VHN and 86% did not face any kind of gender inequality and almost all of them were satisfied with the service provided by the VHN. Almost all the respondents (98%) were satisfied with the availability of health services and 92% of them benefited from the government scheme related to childbirth.ConclusionThis study showed that overall, the women were satisfied with the availability of healthcare services and reproductive health services. Moreover, almost all of them benefited from the government scheme related to childbirth.

Multilevel analysis of social determinants of advanced stage colorectal cancer diagnosis

The advanced stage at diagnosis of colorectal cancer (CRC) may be related to individual factors, socioeconomic conditions, and healthcare service availability. The objective of the study was to analyze the prevalence of advanced stage CRC at the time of diagnosis and its association with individual, contextual, socioeconomic, and healthcare service indicators. An observational, cross-sectional study was conducted, analyzing cases of malignant neoplasms of the colon and rectum in individuals of both sexes, aged between 18 and 99 years, diagnosed between 2010 and 2019 in Brazil (n = 69,047). Data were collected from the Hospital Cancer Registry (HCR), Atlas of Human Development in Brazil, and from the National Registry of Health Institutions (NRHI). A Multilevel Poisson Regression model with random intercept was used. The prevalence of advanced stage CRC at diagnosis was 65.6%. Advanced stage was associated with older age groups prevalence ratio (PR) 4.40 and younger age groups (PR 1.84), low Human Development Index (HDI) (PR 1.22), and low density of family health strategy teams (PR 1.10). The study highlights the unequal distribution of social determinants of health in the diagnosis CRC in Brazil, revealing the need to evaluate and redirect public policies aimed at improving early detection and prevention of CRC in the country.

Studying the accessibility of healthcare services for cancer patients in Khartoum state amid the COVID-19 pandemic

ObjectivesThis study aims to assess cancer patients' accessibility to healthcare services and perceived barriers during the COVID-19 pandemic in Khartoum state, aiming to explore the consequent impact on cancer patients. It also aims to determine the coping strategies used by patients to overcome these barriers. Study designThis is a retrospective analytical cross-sectional study. MethodsData were collected from August 2020 to March 2021, with a sample size of 316 cancer patients. Systemic random sampling and SPSS version 25 were utilized for data collection and analysis. ResultsThe study found that 55.7 % of the surveyed cancer patients had experienced disruptions in accessing essential cancer healthcare services during the lockdown. The study identified the most common cancers as breast (19.7 %), gastrointestinal (19 %), and ovarian (11 %). Notable barriers included governmental travel restrictions (51.6 %), outpatient service closures (41.8 %), and high costs (27.8 %). Additionally, delayed treatment was directly associated with a 33.3 % fatality rate among the participants. ConclusionsThis study highlights the considerable negative impact of the COVID-19 lockdown on cancer care in Sudan. Recommendations include a focus on telemedicine as an alternative form of patient consultation, the expansion of health insurance schemes to encompass cancer treatments, and strengthening healthcare infrastructure to facilitate cancer care during crises.

Transgender and gender diverse curriculum in medical imaging programs: a case study

BackgroundTransgender and gender diverse (TGD) individuals face barriers, including harassment and discrimination, when accessing healthcare services. Medical imaging procedures require personal information to be shared, such as date of last menstrual cycle and/or pregnancy status; some imaging exams are also invasive or intimate in nature. Terminology is based on binary sex creating an inherently cis-heteronormative environment. TGD patients fear being outed and often feel a need to function as educators and advocates for their care. Incorporation of inclusive healthcare curriculum related to TGD populations is an effective means of educating new health providers and promotes safer and more inclusive spaces in healthcare settings. Educators face barriers which hinder the creation and implementation of TGD content. The purpose of this study was to examine the impacts educators are faced with when creating and delivering TGD content in their medical imaging curriculum.MethodsA case study of medical imaging programs at a Canadian post-secondary institute was undertaken. Data was collected via semi-structured interviews with faculty. Relevant institutional documents such as strategic plans, policies/procedures, websites, and competency profiles were accessed. Framework analysis was used to analyze the data.ResultsThe study found seven themes that influence the development of TGD curriculum as follows: familiarity and comfort with the curriculum and content change process; collaboration with other healthcare programs; teaching expertise; management of course workload and related. duties; connections to the TGD community; knowledge of required TGD content and existing gaps in curriculum; and access to supports.ConclusionsUnderstanding educators’ perspectives can lead to an increased sense of empowerment for them to create and incorporate TGD curriculum in the future. Many post- secondary institutions are incorporating an inclusive lens to educational plans; this research can be used in future curriculum design projects. The goal is improved medical imaging experiences for the TGD population.

P121 Understanding barriers to digital inclusion from Urdu speakers’ perspective: remote monitoring of rheumatoid arthritis

Abstract Background/Aims Chronic musculoskeletal conditions are more prevalent in South Asian (SA) communities, particularly for women and older adults, who face existing barriers in accessing healthcare services. Remote patient monitoring (RPM) has the potential to enhance management of long-term conditions like rheumatoid arthritis, offering insights into disease activity and supporting shared decision-making. However, SA communities in the UK and elsewhere, are commonly underrepresented in the development and evaluation of digital health technologies where language and other barriers may limit adoption and use. This research aimed to explore perspectives of Urdu speaking members of South Asian communities on barriers for engaging with RPM using an app designed for people with rheumatoid arthritis (RA). The focus on Urdu speakers provides an example to ensure RPM benefits South Asian communities, and particularly where language may be a barrier. Methods The study included nine participants, primarily females with one male participant, aged 55-75, who were Urdu speakers and diagnosed with or suspected of having RA. They were recruited from community organisations in Greater Manchester and introduced to the RPM app for monitoring symptoms. Semi-structured interviews were conducted in Urdu to investigate barriers to digital inclusion. The interviews were transcribed and analysed in Urdu (by Urdu speaking members of the team) with selective translation into English. Thematic analysis was used to identify themes and subthemes related to digital exclusion and strategies for addressing these issues. Results Participants’ responses were themed into five key areas concerning digital inclusion and potential solutions: 1. Existing use of digital devices and resources ; most expressed limited use of digital technology in day to day living, 2. Concerns about privacy ; some expressing caution and lack of confidence in security, 3. Views about symptom tracking; many were positive about tracking symptoms to share with doctors, though some said they would not want the constant reminder of their condition, 4. Barriers to engagement with the app; women, older individuals, and those with limited tech exposure, emphasizing the need for translated versions and family support, 5.Social Support to engagement with technology; Suggestions included workshops to improve digital literacy, translated materials (including audio) and reminders, as well as family support. Conclusion The study revealed challenges faced by women, older individuals, and those with limited tech exposure when using the app, emphasizing the need for translated versions and family support. The study also highlighted a need to consider intersectional dimensions of inequality for tailoring solutions. Overall, the study emphasizes the significance of tailored support and accessibility measures for the diverse communities like SA Urdu community when implementing digital health solutions. Disclosure Y. Masood: None. S. Ali: None. H. Chadwick: None. K. Staniland: None. S. van der Veer: None. W. Dixon: Consultancies; WGD has received consultancy fees from Google unrelated to this work. C. Sanders: None.

A mixed methods evaluation of the impact of ECHO® telementoring model for capacity building of community health workers in India

IntroductionIndia has the largest cohort of community health workers with one million Accredited Social Health Activists (ASHAs). ASHAs play vital role in providing health education and promoting accessible health care services in the community. Despite their potential to improve the health status of people, they remain largely underutilized because of their limited knowledge and skills. Considering this gap, Extension for Community Healthcare Outcomes (ECHO)® India, in collaboration with the National Health System Resource Centre (NHSRC), implemented a 15-h (over 6 months) refresher training for ASHAs using a telementoring interface. The present study intends to assess the impact of the training program for improving the knowledge and skills of ASHA workers.MethodsWe conducted a pre–post quasi-experimental study using a convergent parallel mixed-method approach. The quantitative survey (n = 490) assessed learning competence, performance, and satisfaction of the ASHAs. In addition to the above, in-depth interviews with ASHAs (n = 12) and key informant interviews with other stakeholders (n = 9) examined the experience and practical applications of the training. Inferences from the quantitative and qualitative approaches were integrated during the reporting stage and presented using an adapted Moore’s Expanded Outcomes Framework.ResultsThere was a statistically significant improvement in learning (p = 0.038) and competence (p = 0.01) after attending the training. Participants were satisfied with the opportunity provided by the teleECHO™ sessions to upgrade their knowledge. However, internet connectivity, duration and number of participants in the sessions were identified as areas that needed improvement for future training programs. An improvement in confidence to communicate more effectively with the community was reported. Positive changes in the attitudes of ASHAs towards patient and community members were also reported after attending the training. The peer-to-peer learning through case-based discussion approach helped ensure that the training was relevant to the needs and work of the ASHAs.ConclusionsThe ECHO Model ™ was found effective in improving and updating the knowledge and skills of ASHAs across different geographies in India. Efforts directed towards knowledge upgradation of ASHAs are crucial for strengthening the health system at the community level. The findings of this study can be used to guide future training programs.Trial registration The study has been registered at the Clinical Trials Registry, India (CTRI/2021/10/037189) dated 08/10/2021.

Beyond Borders: A Qualitative Analysis of Migrant Health and Sociodemographics

Migration and health are integral aspects of human nature that are high on global policy agendas. In this context, it is crucial to delve deeper into the study of migration as it relates to physical health in order to explore some dimensions in greater depth. The objectives of this study are as follows 1) To explore the perceptions of migrants, participants in the study, about their health. Focusing on aspects related to physical health, disabilities and access to health care services; 2) To identify and describe the distinctive features that characterise the migrant population participating in the study. This analysis is carried out using a qualitative methodology based on the Grounded Theory approach. We employ tools such as individual records and group interviews to collect data. The primary findings of this study reveal the presence of pathologies and disabilities, alongside deficiencies in accessing healthcare services. Additionally, the key characteristics of migrants in Spain are highlighted. In conclusion, this study underlines the importance of maintaining the study of physical health in the context of migration from different disciplines as a way of underpinning social interventions aimed at improving the situation of migrants in the field of social and health welfare.

Impact of the economic crisis on the health-related quality of life of adults in Lebanon: An observational cross-sectional study

Background: The economic crisis imposed changes to afford necessities like food, housing, and healthcare, leading to a decline in the physical and mental health of the population. Objectives: This study assessed the impact of the economic crisis on Lebanese adults’ health-related Quality of Life (QoL) and the predictors of lower scores. Methods: A cross-sectional study targeted 561 adults using a uniform questionnaire for data collection and a Short Form 8-item survey. Results: The sample comprised 77.9% females and 22.1% males. More than half of the sample reported a decrease in their income compared to the period before the crisis, and most participants reported that the economic turmoil highly impacted their access to healthcare services (63.0%), medication (51.5%), and food (56.5%) in addition to other necessities. Participants had lower Mental Component (MC) than Physical Component (PC) scores (55.5 and 69.0, respectively). Those highly impacted by the economic crisis in accessing medication had 1.76 times higher odds of lower PC scores than others (OR 1.76, 95% CI: 1.07–3.21). As regards the impact of the economic crisis on the MC scores, significantly higher odds of a lower MC score were noted among those highly impacted by the economic crisis in terms of access to medication (OR 2.12, 95% CI: 1.14–3.95), to food (OR 1.79, 95% CI: 1.1.12–2.87), and encountering water shortage (OR 1.65, 95% CI: 1.01–2.71). Conclusion: Lebanese adults’ QoL suffered physically and psychologically amid the economic crisis. The study underscores the need for accessible and affordable essential healthcare services and necessities.

Knowledge and Diabetes Self-Management Practices Among Type-2 Diabetes Mellitus Patients in Tomohon

Type 2 Diabetes Mellitus (T2DM) is a chronic disease that requires careful management and adequate knowledge from the patients. This study seeks to explore the relationship between knowledge levels and self-management in patients with type 2 diabetes mellitus. It utilized a descriptive analytical approach within a cross-sectional study framework, where data were collected using the Diabetes Knowledge Questionnaire-24 (DKQ-24) questionnaire which was used to assess the variable of knowledge level about DM. For the variable of self-management of diabetes mellitus, was measured with Diabetes Self-Management Questionnaire-Revised (DSMQ-R) questionnaire. Samples were sixty T2DM patients in the city of Tomohon. The study findings indicated a significant relationship between the level of knowledge and diabetes self-management among patients with type 2 diabetes mellitus in Tomohon, with a p-value of 0.029 (p<0.05). Most patients have a fair to poor understanding of Diabetes Mellitus self-management. These findings highlight the importance of ongoing education and more focused interventions to improve knowledge and control of diabetes in T2DM patients. In conclusion, this study indicates the need for greater efforts from the healthcare sector to enhance understanding and management of diabetes in T2DM patients through a holistic approach, including more intensive education, psychosocial support, and accessible and affordable healthcare services.

'Two heads are better than one.' - exploring the experiences of Ghanaian communities on the role and effect of Patient-Public Engagement in Health System Improvement.

Patient and Public Participation (PPP) is key to improving health systems. Yet, studies have shown that PPP implementations across many countries have been largely tokenistic. Particularly, in Ghana, whilst PPP is prioritised in national health policies and legislation, there appears to be little research focused on understanding PPP's role in health system improvement. The aim of this study, therefore, is to examine how PPP is working across the Ghanaian health system levels, as well as to understand the perspectives and experiences of participants on how PPP contributes to health system improvement. The qualitative study was undertaken in six communities in three districts in the Ashanti region of Ghana. Data were collected from semi-structured individual interviews. The selection of participants was purposive, based on their PPP-related roles. As a result, findings of this study may not reflect the experiences of others who are not directly involved in PPP initiatives. Thirty-five participants, mainly health service users and health professionals, were interviewed. Data were transcribed and analysed descriptively using Braun and Clarke's 2006 thematic analysis approach. Overall, participants noted PPP implementation was largely limited at higher health system levels (i.e. national, regional and district levels), but was functioning at the community level. PPP also improved access to health services, responsiveness to patient needs, community-health worker relationships, health-seeking behaviours, empowered healthcare users, and improved health outcomes. The study, therefore, recommended the need to undertake PPP across all levels of the health system to maximise PPP's role in health system improvement. Finally, the study suggested prioritising PPP, especially for resource-poor countries to complement government's efforts in improving accessibility of healthcare services to many communities and also provide a more patient-centred healthcare system responsive to patients' and public needs.

Multicolor-Assay-on-a-Chip Processed by Robotic Operation (MACpro) with Improved Diagnostic Accuracy for Field-Deployable Detection.

The ability to deploy decentralized laboratories with autonomous and reliable disease diagnosis holds the potential to deliver accessible healthcare services for public safety. While microfluidic technologies provide precise manipulation of small fluid volumes with improved assay performance, their limited automation and versatility confine them to laboratories. Herein, we report the utility of multicolor assay-on-a-chip processed by robotic operation (MACpro), to address this unmet need. The MACpro platform comprises a robot-microfluidic interface and an eye-in-hand module that provides flexible yet stable actions to execute tasks in a programmable manner, such as the precise manipulation of the microfluidic chip along with different paths. Notably, MACpro shows improved detection performance by integrating the microbead-based antibody immobilization with enhanced target recognition and multicolor sensing via Cu2+-catalyzed plasmonic etching of gold nanorods for rapid and sensitive analyte quantification. Using interferon-gamma as an example, we demonstrate that MACpro completes a sample-to-answer immunoassay within 30 min and achieves a 10-fold broader dynamic range and a 10-fold lower detection limit compared to standard enzyme-linked immunosorbent assays (0.66 vs 5.2 pg/mL). MACpro extends the applications beyond traditional laboratories and presents an automated solution to expand diagnostic capacity in diverse settings.