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Accepted for/Published in: JMIR Formative Research

Date Submitted: May 15, 2025
Open Peer Review Period: Jun 2, 2025 - Jul 28, 2025
Date Accepted: Sep 19, 2025
(closed for review but you can still tweet)

The final, peer-reviewed published version of this preprint can be found here:

Development, Implementation, and Usability Evaluation of the CANMI App to Monitor the Quality of Maternal and Child Nutrition Care in Primary Health Units: Mixed Methods Pilot Study

Burrola-Méndez S, Hoyos-Loya E, Quiroz-Ibarra JE, Perez Navarro C, Omaña-Guzmán I, González-Ordiano J, Acosta-Ruiz O, Bautista-Morales AC, Tánchez Sandoval D, Hernández-Cordero S, Muñoz-Manrique C, Ancira-Moreno M

Development, Implementation, and Usability Evaluation of the CANMI App to Monitor the Quality of Maternal and Child Nutrition Care in Primary Health Units: Mixed Methods Pilot Study

JMIR Form Res 2025;9:e77539

DOI: 10.2196/77539

PMID: 41115207

PMCID: 12536923

Warning: This is an author submission that is not peer-reviewed or edited. Preprints - unless they show as "accepted" - should not be relied on to guide clinical practice or health-related behavior and should not be reported in news media as established information.

CANMI APP: Development, implementation, and usability evaluation of a digital tool to monitor the quality of maternal and child nutrition care in primary health units in Mexico

  • Soraya Burrola-Méndez; 
  • Elizabeth Hoyos-Loya; 
  • J. Emilio Quiroz-Ibarra; 
  • Cecilia Perez Navarro; 
  • Isabel Omaña-Guzmán; 
  • Jorge Ángel González-Ordiano; 
  • Omar Acosta-Ruiz; 
  • Arturo C Bautista-Morales; 
  • Daniela Tánchez Sandoval; 
  • Sonia Hernández-Cordero; 
  • Cinthya Muñoz-Manrique; 
  • Monica Ancira-Moreno

ABSTRACT

Background:

In Mexico, the maternal and child population continues to face a high burden of malnutrition, posing a persisted public health challenge. The healthcare system plays a crucial role, not only in addressing existing cases but also in preventing and detecting malnutrition early. Mobile health (mHealth) technologies have the potential to strengthen maternal and child health services by improving the quality, accessibility, and timeliness of nutritional care.

Objective:

The aim was to develop and validate the design and content of a mobile application—CANMI (Calidad de la Atención Nutricional Materno Infantil, by its Spanish acronym) — to monitor the quality of maternal and child nutritional care in primary health care units in Mexico.

Methods:

The framework of the CANMI app was based on the 16 validated indicators designed to assess the quality of nutritional care during the preconception, pregnancy, postpartum, early childhood, and preschool stages. The application was developed for both iOS and Android systems using a user-centered design approach. Following development, a pilot usability study was conducted in a randomized sample of 18 primary health care units in Guanajuato, Mexico. Trained nutritionists implemented the app and collected usability data at the end of the initial usage period and again six weeks later. To further explore user experience, semi-structured online interviews were conducted to identify barriers, facilitators, and overall satisfaction with the app.

Results:

The CANMI app allows the systematic registration of key indicators to assess the quality of nutritional care in primary health care settings. Users described the app as simple, intuitive, and visually appealing. Overall usability was rated positively, with a mean score of 71.13 on the System Usability Scale (SUS) indicating good acceptability. The app’s offline functionality, streamlined interface, and efficiency in data collection were identified as key facilitators of use. Reported benefits included reduced time for data entry and perceived improvements in the quality of nutritional care. Identified barriers to integration included the need to use personal devices, user fatigue due to prolonged screen time, inconsistent clinical records, and limited time to incorporate the app into routine workflows. Importantly, the app encouraged promoted improvements in documentation practices and heightened awareness among health personnel regarding the precision and clarity of their nutritional recommendations.

Conclusions:

The CANMI app provides a feasible and effective solution for monitoring the quality of maternal and child nutritional care in primary health settings. Its high usability and offline capabilities make it particularly suitable for low-connectivity environments. Beyond facilitating data collection, the app contributed to improved clinical documentation practices and enhanced provider awareness of care quality. As such, the application can represent a promising digital tool to support the implementation evidence-based, user-centered strategies aimed at strengthening maternal and child health services in resource- limited contexts. Clinical Trial: The study protocol was reviewed and approved by the Research Ethics Committee of the Universidad Iberoamericana in Mexico City (172/2022).


 Citation

Please cite as:

Burrola-Méndez S, Hoyos-Loya E, Quiroz-Ibarra JE, Perez Navarro C, Omaña-Guzmán I, González-Ordiano J, Acosta-Ruiz O, Bautista-Morales AC, Tánchez Sandoval D, Hernández-Cordero S, Muñoz-Manrique C, Ancira-Moreno M

Development, Implementation, and Usability Evaluation of the CANMI App to Monitor the Quality of Maternal and Child Nutrition Care in Primary Health Units: Mixed Methods Pilot Study

JMIR Form Res 2025;9:e77539

DOI: 10.2196/77539

PMID: 41115207

PMCID: 12536923

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