Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Challenges in biomarker discovery and biorepository for Gulf-war-disease
  studies: a novel data platform solution   Aims: Our Gulf War Illness (GWI) study conducts combinatorial screening of
many interactive neural and humoral biomarkers in order to establish
predictive, diagnostic, and therapeutic targets. We encounter obstacles at
every stage of the biomarker discovery process, from sample acquisition,
bio-marker extraction to multi-aspect, multi-way interaction analysis, due to
the study complexity and lack of support for complex data problem solutions. We
introduce a novel data platform, named ROSALIND, to overcome the challenges,
foster healthy and vital collaborations and advance scientific inquiries.
  Main methods: ROSALIND is a researcher-centered, study-specific data
platform. It provides vital support of individual creativity and effort in
collaborative research. We follow the principles etched in the platform name -
ROSALIND stands for resource organisms with self-governed accessibility,
linkability, integrability, neutrality, and dependability. We translate, encode
and implement the principles in the platform with novel use of advanced
concepts and techniques to ensure and protect data integrity and research
integrity. From a researcher's vantage point, ROSALIND embodies nuance
utilities and advanced functionalities in one system, beyond conventional
storage, archive and data management.
  Key findings: The deployment of ROSALIND in our GWI study in recent 12 months
has accelerated the pace of data experiment and analysis, removed numerous
error sources, and increased research quality and productivity.
  Significance: ROSALIND seems the first to address data integrity and research
integrity in tandem with digital measures and means. It also promises a new
type of distributed research networks with individualized data platforms
connected in various self-organized collaboration configurations.

14
The categories of this paper are: math-ph
11
The categories of this paper are: hep-lat
25
The categories of this paper are: patt-sol
3
The categories of this paper are: physics
27
The categories of this paper are: comp-gas
5
The categories of this paper are: gr-qc
7
The categories of this paper are: hep-th
13
The categories of this paper are: quant-ph
16
The categories of this paper are: stat
19
The categories of this paper are: eess
2
The categories of this paper are: math
35
The categories of this paper are: mtrl-th
12
The categories of this paper are: nucl-th
26
The categories of this paper are: bayes-an
33
The categories of this paper are: plasm-ph
9
The categories of this paper are: nlin