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cff-version: 1.2.0
message: "If you use fairscope, please cite it as below."
title: "fairscope: subgroup-stratified, calibration-aware fairness auditing for ML models"
abstract: >-
An open-source Python library that packages peer-reviewed statistical methods for
subgroup-stratified, calibration-aware fairness auditing — including per-subgroup
DeLong confidence intervals, per-subgroup Expected Calibration Error, bootstrap
significance testing, a subgroup-stratified interface to standard recalibration, and a
five-axis Cross-Platform Fairness Evaluation (CPFE) protocol.
type: software
authors:
- family-names: Pall
given-names: Rajveer Singh
orcid: "https://orcid.org/0009-0001-6762-6134"
version: "0.3.0"
license: MIT
repository-code: "https://github.com/Rajveer-code/fairscope"
keywords:
- fairness
- machine learning
- calibration
- DeLong
- subgroup analysis
- model auditing
references:
# Published, final.
- type: conference-paper
title: >-
Comprehensive Evaluation of Machine Learning for Type 2 Diabetes Risk Prediction:
Large-Scale External Validation and Fairness Analysis
authors:
- family-names: Pall
given-names: Rajveer Singh
- family-names: Yadav
given-names: Sameer
- family-names: Bhalerao
given-names: Siddharth
- family-names: Sahu
given-names: Sourabh
- family-names: Ahluwalia
given-names: Ritu
- family-names: Awadhiya
given-names: Bhaskar
year: 2026
collection-title: "IEEE CIPHER 2026"
doi: "10.1109/CIPHER70417.2026.11523789"
# Preprints (no final venue).
- type: article
title: "IndiaFinBench"
authors:
- family-names: Pall
given-names: Rajveer Singh
year: 2026
url: "https://arxiv.org/abs/2604.19298"
identifiers:
- type: other
value: "arXiv:2604.19298 [cs.CL]"
notes: "Preprint."
- type: article
title: "When the Gate Stays Closed"
authors:
- family-names: Pall
given-names: Rajveer Singh
year: 2026
url: "https://ssrn.com/abstract=6742700"
identifiers:
- type: other
value: "SSRN: 6742700"
notes: "Preprint."