🏆 Finalist — NIH Data Sharing Index (“S-Index”) Challenge

Ammad Raina

Pilot corpus only

This score is computed over theSindex pilot corpus and does not cover the full scientific literature. Scores are relative to papers we have ingested — papers, authors, and institutions outside the pilot are not represented. Methodology.

Top 3%percentile
1.3Author DataRank

Indexed papers

2in pilot corpus
datarank_citation_only_1hop_v6· scope data_onlyMethodology
Why this DataRank?

An author's DataRank is the sum of the DataRanks of all 2 indexed papers attributed to them. A prolific author with many moderate-impact papers can outrank one with a single high-impact paper.

Author scores recompute whenever paper DataRanks are refreshed, so this number lags the underlying paper scores by at most one batch run.

Read the full methodology →

Top data-sharing exemplar

The highest-impact dataset this researcher has shared, ranked by DataRank — the single contribution doing the most to lift their data-sharing standing.

Top 23%
0.892DataRank
Top 23%36 citations

Umair Ayub, Syed Arsalan Ahmed Naqvi, Kaneez Zahra Rubab Khakwani, Zaryab bin Riaz Sipra, Ammad Raina +16 more

Papers

Driven by 4 papers — median percentile 66. Top paper: Collaborative large language models for automated data extraction in living systematic reviews.

Top 23%
0.892DataRank
Top 23%36 citations

Umair Ayub, Syed Arsalan Ahmed Naqvi, Kaneez Zahra Rubab Khakwani, Zaryab bin Riaz Sipra, Ammad Raina +16 more

Top 46%8 citations

Umair Ayub, Syed Arsalan Ahmed Naqvi, Kaneez Zahra Rubab Khakwani, Zaryab bin Riaz Sipra, Ammad Raina +16 more

36 citations

Irbaz Bin Riaz, Arifa Bibi, Muhammad Ali Khan, Manal Imran, Kaneez Zahra Rubab Khakwani +16 more

0 citations

Muhammad Umair Anjum, Arifa Bibi, Muhammad Ali Khan, Kaneez Zahra Rubab Khakwani, Huan He +19 more