AI ethics evidence index Search
Source-linked daily record
Evidence record 5971 · automatically gathered

Limitations of Sequence-Based Protein Representations for Parkinson's Disease Classification: A Leakage-Free Benchmark

The identification of reliable molecular biomarkers for Parkinson's disease remains challenging due to its multifactorial nature. Although protein sequences constitute a fundamental and widely available source of biological information, their standalone discriminative capacity for complex disease classification remains unclear. In this work, we present a controlled and leakage-free evaluation of multiple representations derived exclusively from protein primary sequences, including amino acid com

Record details

Published: 13 April 2026
Source: arXiv
Category: Research
Topics: Bias & fairness · Biotech
Retrieved: 14 July 2026

source-onlyevidence status

These records share source-supplied organisations, an exact publisher byline, automatic topics or regions. The reason is shown on every link; related does not mean supporting, agreeing with or verifying this record.

Shared topic: Bias & fairness · Shared topic: Biotech

Brainrot: Deskilling and Addiction are Overlooked AI Risks

arXiv · 5 May 2026

Shared topic: Bias & fairness · Shared topic: Biotech

Discriminative Flow Matching Via Local Generative Predictors

arXiv · 14 March 2026

Shared topic: Bias & fairness · Shared topic: Biotech

Fairness Definitions and Metrics in Deep Reinforcement Learning for Drug Discovery in Healthcare: A Rapid Evidence Review

arXiv · 1 June 2026

Shared topic: Bias & fairness · Shared topic: Biotech

Constance Viehbeck

LSE Data Science Institute · 6 July 2026

Shared topic: Bias & fairness · Shared topic: Biotech

Prestige over merit: An adapted audit of LLM bias in peer review

arXiv cs.CY · 13 August 2026

Shared topic: Bias & fairness · Shared topic: Biotech

AI bias: exploring discriminatory algorithmic decision-making models and the application of possible machine-centric solutions adapted from the pharmaceutical industry

OpenAlex · 10 February 2022

How to cite this record

ethics.ai (13 April 2026), “Limitations of Sequence-Based Protein Representations for Parkinson's Disease Classification: A Leakage-Free Benchmark,” evidence record 5971, https://ethics.ai/record/5971 (originally published by arXiv).

JSON

Use and limitations

This page is a stable index and citation surface for a source record. ethics.ai did not author the underlying report and has not independently verified every claim. Automatic topics may be imperfect. For consequential use, quote and cite the original publisher.