Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: The Changing Nature of Computational Science Software   How should software engineering be adapted for Computational Science (CS)? If
we understood that, then we could better support software sustainability,
verifiability, reproducibility, comprehension, and usability for CS community.
For example, improving the maintainability of the CS code could lead to: (a)
faster adaptation of scientific project simulations to new and efficient
hardware (multi-core and heterogeneous systems); (b) better support for larger
teams to co-ordinate (through integration with interdisciplinary teams); and
(c) an extended capability to model complex phenomena.
  In order to better understand computational science, this paper uses
quantitative evidence (from 59 CS projects in Github) to check 13 published
beliefs about CS. These beliefs reflect on (a) the nature of scientific
challenges; (b) the implications of limitations of computer hardware; and (c)
the cultural environment of scientific software development. What we found was,
using this new data from Github, only a minority of those older beliefs can be
endorsed. More than half of the pre-existing beliefs are dubious, which leads
us to conclude that the nature of CS software development is changing.
  Further, going forward, this has implications for (1) what kinds of tools we
would propose to better support computational science and (2) research
directions for both communities.

10
The categories of this paper are: q-bio
11
The categories of this paper are: hep-lat
4
The categories of this paper are: cond-mat
16
The categories of this paper are: stat
34
The categories of this paper are: chem-ph
2
The categories of this paper are: math
30
The categories of this paper are: q-alg
3
The categories of this paper are: physics
14
The categories of this paper are: math-ph
21
The categories of this paper are: adap-org
18
The categories of this paper are: econ
7
The categories of this paper are: hep-th
37
The categories of this paper are: supr-con
25
The categories of this paper are: patt-sol
19
The categories of this paper are: eess
6
The categories of this paper are: astro-ph