Significant progress has been made in using information and communication technologies in medicine, by impacting the quality of health-care delivery system and patient care, and paving the way for ground-breaking tools for e-health and clinical decision-support systems. This study investigates the extent to which the evolution of telemedicine applications has been used to support patient care in Latin America (LATAM) amidst the pandemic. Theoretically, the study applied the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) methodology to identify the impact of telemedicine in the region. Practically, the paper provides a systematic mapping study of the different domain areas and methodological progress in Telemedicine that occurred during the pandemic, and applied a text mining technique to understand the intensities of the terms expressed by the analyzed studies. The results show that while telemedicine has not been extensively used, a greater percentage of the studies report that telemedicine was effective. Approximately 70% positive emotional valence score was found. The paper also provides an empirical discussion and recommendations for the next steps in ample adoption of telemedicine.