asadullahdogarr/adaption-neglected-tropical-diseases

This dataset is a remastered version prepared using Adaption's Adaptive Data platform.

adaption-neglectedtropicaldiseases

This dataset integrates macro-level global R&D funding allocations with localized clinical triage text and environmental telemetry for high-burden Neglected Tropical Diseases (NTDs), including Dengue, Malaria, Trachoma, and Buruli ulcer. It preserves raw, multi-source formatting anomalies, including embedded JSON string blocks, mixed unit structures, and multilingual physician notes, to train foundational models capable of multi-step epidemiological reasoning and robust clinical classification under real-world data constraints.

Dataset size

There are 20,095 data points in this dataset. This is an instruction tuning dataset.

Quality of Remastered Dataset

The final quality is B, with a relative quality improvement of 330.0%.

Domain

• —Medical (88%)

Language

• —Malay (14%)
• —Cebuano (14%)
• —Italian (14%)

Tone

• —Informative (70%)
• —Technical (12%)
• —Informal (6%)

Evaluation Results

• —Quality Gains: <img src="https://proteus-prod-public.s3.us-east-1.amazonaws.com/temp/ddeaa6a3-a206-4f1a-94ca-10ef863d4cd8.png" alt="QualityGains" style="max-width: 50%; display: block; margin-left: auto; margin-right: auto;" />

• —Grade Improvement: <img src="https://proteus-prod-public.s3.us-east-1.amazonaws.com/temp/051fa307-a09a-421d-92aa-c526a2725d5f.png" alt="Grade" style="max-width: 50%; display: block; margin-left: auto; margin-right: auto;" />

• —Percentile Chart: <img src="https://proteus-prod-public.s3.us-east-1.amazonaws.com/temp/c88fac5f-03f9-4e29-9f73-0ab9d3b57c2a.png" alt="Percentile Chart" style="max-width: 50%; display: block; margin-left: auto; margin-right: auto;" />