> ## Documentation Index
> Fetch the complete documentation index at: https://ekacare-quickstart-cleanup.mintlify.site/llms.txt
> Use this file to discover all available pages before exploring further.

# Spotlight

## Blogs

* [Parrotlet-a 2 Pro: The Most Performant Speech Recognition Model for Indian Healthcare](https://info.eka.care/services/releasing-parrotlet-a-v2-the-gold-standard-for-medical-speech-recognition-in-indian-healthcare)
* [Introducing KARMA – OpenMedEvalKit](https://info.eka.care/services/introducing-karma-openmedevalkit-an-open-source-framework-for-medical-ai-evaluation)
* [Parrotlet-E & Eka IndicMTEB](https://info.eka.care/services/introducing-parrotlet-e-and-eka-indicmteb-bridging-indias-multilingual-healthcare-gap)
* [Beyond Traditional WER: Semantic WER for ASR](https://info.eka.care/services/beyond-traditional-wer-the-critical-need-for-semantic-wer-in-asr-for-indian-healthcare)
* [Parrotlet-V Lite (4B) – Vision LLM ](https://info.eka.care/services/parrotlet-v-lite-4b-releasing-our-purpose-built-vision-llm-for-parsing-medical-records)
* [Parrotlet-A EN (5B) – Medical ASR LLM](https://info.eka.care/services/parrotlet-a-en-5b-releasing-our-purpose-built-llm-for-english-asr-in-indian-healthcare)
* [Advancing Healthcare AI Evaluation in India](https://info.eka.care/services/advancing-healthcare-ai-evaluation-in-india-ekacare-releases-four-evaluation-datasets)
* [Lab-Ready and Prescription-Perfect: Eka Care's Small LLMs vs. Industry Giants](https://info.eka.care/services/lab-ready-and-prescription-perfect-ekas-small-llms-vs-industry-giants)
* [Extracting Structured Information from Lab Reports: Challenges and Learnings](https://info.eka.care/services/eka-smart-report)
* [Eka's heart rate monitor](https://www.eka.care/services/get-the-pulse)
* [Leveraging semantic technologies in healthcare](https://info.eka.care/services/leveraging-ontologies-in-health-care)

## Publications / Reports

* Sujal Chondhekar, Vasanth Murukuri, Rushabh Vasani, Sanika Goyal, Rajshree Badami, Anushree Rana, Sanjana SN, Karthik Pandia, Sulabh Katiyar, Neha Jagadeesh, Sankalp Gulati (2025):When De-noising Hurts: A Systematic Study of Speech Enhancement Effects on Modern Medical ASR Systems, [arxiv.org](https://arxiv.org/abs/2512.17562)
* Rajshree, B., Sanjana, S.N., Vasani, R., Tuniki, V., Kapoor, N., & Gulati, S. (2024). Latent iron deficiency in Indian women and children: A descriptive analysis. *International Journal of Clinical Biochemistry and Research*, Volume 2024, Article 22074. [Link to Article](https://www.ijcbr.in/article-details/22074). DOI: 10.18231/j.ijcbr.2024.010
* Shetty A, Narasimhamurthy SS, Nataraj KS, Prabhu SM, Jagadeesh N, Katre K, et al. Smartphone‑based health monitoring in India: Data collection and evaluation for pulse rate estimation. J Family Med Prim Care 2024
* Neelesh Kapoor, Sanjana SN ; Balu PS ,Soumitra Sethia, Shuba DB. AI Horizons in Indian Healthcare: A Vision for Transformation and Equity. Indian Journal of Community Medicine \[In print]
* R, Arunkumar; SN, Sanjana ; Kapoor, Neelesh ; Gupta, Raghunandan ; Jainkuniya, Vishwesh ; Gulati, Sankalp. Demographic Profile and Antibiotic Prescription Practices in Outpatient Private Practice for Respiratory Tract Infections in Urban India: A Multicentre, Retrospective, Observational, Electronic Medical Record Study using the WHO AWaRe Classification. Cureus Journal of Medical Science \[Under Review]

## Derived reports / blogs from out medical data reposiroty

* [The Quiet Threat: Understanding Latent Iron Deficiency](https://www.eka.care/services/the-quiet-threat-understanding-latent-iron-deficiency)
* [Cholesterol Chronicles - The Indian Disadvantage](https://info.eka.care/services/cholesterol-chronicles-the-indian-disadvantage-2)
* [Annual Health Report - India, 2022](https://c.eka.care/insights_2022.pdf)