In
the
contemporary
technological
landscape,
reliance
on
data
insights
is
commonplace
for
informed
decision-making.
The
significance
arises
from
data's
ability
to
unveil
factual
information,
providing
valuable
guidance.
However,
accuracy
of
these
inherently
tied
quality
data.
Ensuring
high
crucial
deriving
precise
insights.
Despite
accumulating
and
storing
vast
amounts
data,
not
all
it
meets
standard
quality,
often
harboring
numerous
issues.
Within
this
context,
study
aims
explore
initial
steps
towards
improving
by
first
implementing
automatic
detection
errors
within
datasets.
Towards
main
goal,
outlines
three
primary
objectives:
firstly,
identify
prevalent
data-related
issues
based
recurrent
errors;
secondly,
devise
effective
methods
translating
into
seamlessly
integrated
rules
automated
detection;
finally,
investigate
most
approach
routine
error
checks.
All
objectives
will
be
attempted
developed
as
part
a
system.
This
exploration
aims,
in
end,
system
able
generate
comprehensive
issue
reports
with
each
iteration
checking,
ready
next
step
enhancing
quality.
Royal Society Open Science,
Journal Year:
2025,
Volume and Issue:
12(3)
Published: March 1, 2025
Open
Science
seeks
to
make
research
processes
and
outputs
more
accessible,
transparent
inclusive,
ensuring
that
scientific
findings
can
be
freely
shared,
scrutinized
built
upon
by
researchers
others.
To
date,
there
has
been
no
systematic
synthesis
of
the
extent
which
(OS)
reaches
these
aims.
We
use
PRISMA
scoping
review
methodology
partially
address
this
gap,
evidence
on
academic
(but
not
societal
or
economic)
impacts
OS.
identify
485
studies
related
all
aspects
OS,
including
Access
(OA),
Open/FAIR
Data
(OFD),
Code/Software,
Evaluation
Citizen
(CS).
Analysing
synthesizing
findings,
we
show
majority
investigated
effects
OA,
CS
OFD.
Key
areas
impact
studied
are
citations,
quality,
efficiency,
equity,
reuse,
ethics
reproducibility,
with
most
reporting
positive
at
least
mixed
impacts.
However,
also
identified
significant
unintended
negative
impacts,
especially
those
regarding
diversity
inclusion.
Overall,
main
barrier
OS
is
lack
skills,
resources
infrastructure
effectively
re-use
build
existing
research.
Building
synthesis,
gaps
within
literature
draw
implications
for
future
policy.
Journal of Governance and Regulation,
Journal Year:
2024,
Volume and Issue:
13(3), P. 177 - 188
Published: Jan. 1, 2024
This
paper
aims
to
establish
a
technologically
advanced
and
environmentally
sustainable
country
that
efficiently
utilizes
resources,
fosters
citizen
participation,
stimulates
economic
development
transform
Smart
Bangladesh.
review
study,
based
on
the
PRISMA
framework,
seeks
analyze
elements,
technologies,
difficulties,
governmental
approaches.
Researchers
conducted
systematic
evaluation
of
relevant
papers
studies
thoroughly
present
status
future
potential
The
researchers
utilized
2020
platform
identify
choose
150
17
reports
from
indexed
publications,
including
Scopus,
Web
Science,
PubMed,
DOAJ,
other
sources.
key
findings
this
highlight
importance
constructing
nation
is
both
nation.
Bangladesh
encompasses
holistic
perspective
advancement
technology,
efficient
utilization
active
involvement
its
citizens,
effective
implementation
government
regulations.
assessment
examines
fundamental
elements
Bangladesh,
developing
encountered
obstacles,
measures
employed
realize
objective.
relevance
comprehensive
contributes
deeper
understanding
opportunities
obstacles
associated
with
process
transitioning
towards
smart
Frontiers in Sociology,
Journal Year:
2024,
Volume and Issue:
9
Published: March 1, 2024
This
paper
reflects
upon
calls
for
"open
data"
in
ethnography,
drawing
on
our
experiences
doing
research
sexual
violence.
The
core
claim
of
this
is
not
that
open
data
undesirable;
it
there
a
lot
we
must
know
before
presume
its
benefits
apply
to
ethnographic
research.
epistemic
and
ontological
foundation
grounded
logic
always
consistent
with
practice.
We
begin
by
identifying
three
logics
data-epistemic,
political-economic,
regulatory-which
each
address
perceived
problem
knowledge
production
point
science
as
the
solution.
then
evaluate
these
context
practice
Claims
would
improve
quality
are,
assessment,
potentially
reversed:
own
work,
practices
likely
have
compromised
quality.
And
protecting
subject
identities
meant
creating
accessible
allow
replication.
For
be
like
having
set
without
codebook.
Before
adopt
science,
need
answer
series
questions
about
what
does
Rather
than
blindly
make
normative
commitment
principle,
empirical
work
impact
such
-
which
done
respect
different
cultures'
modes
inquiry.
Ethnographers,
well
institutions
fund
regulate
research,
should
only
embrace
after
has
been
researched
evaluated
within
community.
Nature Ecology & Evolution,
Journal Year:
2024,
Volume and Issue:
8(8), P. 1391 - 1399
Published: June 5, 2024
An
estimated
82-89%
of
ecological
research
and
85%
medical
has
limited
or
no
value
to
the
end
user
because
various
inefficiencies.
We
argue
that
registration
registered
reports
can
enhance
quality
impact
research.
Drawing
on
evidence
from
other
fields,
chiefly
medicine,
we
support
our
claim
reduce
waste.
However,
increasing
rates,
will
be
very
slow
without
coordinated
effort
funders,
publishers
institutions.
therefore
call
them
facilitate
adoption
by
providing
adequate
support.
outline
several
aspects
considered
when
designing
a
system
would
best
serve
field
ecology.
To
further
inform
development
such
system,
for
more
identify
causes
low
rates
in
suggest
short-
long-term
actions
bolster
Proceedings of the Royal Society B Biological Sciences,
Journal Year:
2025,
Volume and Issue:
292(2040)
Published: Feb. 1, 2025
As
the
impacts
of
climate
change
continue
to
intensify,
humans
face
new
challenges
long-term
survival.
Humans
will
likely
be
battling
these
problems
long
after
2100,
when
many
projections
currently
end.
A
more
forward-thinking
view
on
our
science
and
its
direction
may
help
better
prepare
for
future
species.
Researchers
consider
datasets
basic
units
knowledge,
whose
preservation
is
arguably
important
than
articles
that
are
written
about
them.
Storing
data
code
in
repositories
offers
insurance
against
uncertain
future.
To
ensure
open
useful,
must
FAIR
(Findable,
Accessible,
Interoperable
Reusable)
complete
with
all
appropriate
metadata.
By
embracing
practices,
contemporary
scientists
give
humanity
information
make
decisions,
save
time
other
valuable
resources,
increase
global
equity
as
access
made
free.
This,
turn,
could
enable
inspire
a
diversity
solutions,
benefit
many.
Imagine
collective
conducted,
models
built,
questions
answered
if
researchers
have
collectively
gathered
were
organized
immediately
accessible
usable
by
everyone.
Investing
today
brighter
unborn
generations.
Annual Review of Marine Science,
Journal Year:
2023,
Volume and Issue:
16(1), P. 537 - 549
Published: July 7, 2023
Open
science
is
a
global
movement
happening
across
all
research
fields.
Enabled
by
technology
and
the
open
web,
it
builds
on
years
of
efforts
individuals,
grassroots
organizations,
institutions,
agencies.
The
goal
to
share
knowledge
broaden
participation
in
science,
from
early
ideation
making
outputs
openly
accessible
(open
access).
With
an
emphasis
transparency
collaboration,
dovetails
with
increase
diversity,
equity,
inclusion,
belonging
society.
US
Biden-Harris
Administration
many
other
government
agencies
have
declared
2023
Year
Science,
providing
great
opportunity
boost
for
oceans.
For
researchers
day-to-day,
critical
piece
modern
analytical
workflows
increasing
amounts
data.
Therefore,
we
focus
this
article
data
science-the
tooling
people
enabling
reproducible,
transparent,
inclusive
practices
data-intensive
research-and
its
intersection
marine
sciences.
We
discuss
state
various
dimensions
argue
that
technical
advancements
outpaced
our
field's
culture
change
incorporate
them.
Increasing
inclusivity
skill
building
are
interlinked
must
be
prioritized
within
community
find
collaborative
solutions
responding
climate
threats
biodiversity
Review of General Psychology,
Journal Year:
2024,
Volume and Issue:
unknown
Published: Feb. 19, 2024
Successful
science
needs
deviant
ideas
that
may
challenge
established
norms.
The
last
decade
saw
an
unprecedented
science-engineering
project,
with
strict
rules
on
preregistration,
statistical
testing,
result-independent
guaranteed
publication,
replication,
and
openness
badging
being
enforced
by
psychological
journals.
These
normative
methodologies
seek
to
prevent
failure
(negative
deviance)
rather
than
promote
success
(positive
deviance),
run
counter
the
historical
development
of
successful
science.
By
narrowly
focusing
research
data,
while
avoiding
theoretical
bias,
they
are
inadequate
for
tackling,
often
intractable,
scientific
problems.
Instead,
unconventional,
exceptional,
even
initially
implausible
hypotheses
should
be
fostered.
A
novel
connection
is
drawn
between
positive
deviance
unplanned,
haphazard
evolution
Hypotheses
compete
highest
fitness
probing
ever-changing,
infinitely
wide,
empirical
landscape.
winner
constitutes
deviant,
but
always
remains
subject
future
competition.
Losing
negative
deviants,
which
share
characteristics
winners,
become
irrelevant,
sometimes
long
after
their
inception,
eventually
sink
into
oblivion.
Normative
aim
curb
deviants
at
source,
also
cut
off
freeze
More
room
a
theory
primacy
advocated,
allowing
generate
discovery
innovation
in
Scientific Data,
Journal Year:
2023,
Volume and Issue:
10(1)
Published: May 10, 2023
Abstract
Thermal
Bridges
on
Building
Rooftops
(TBBR)
is
a
multi-channel
remote
sensing
dataset.
It
was
recorded
during
six
separate
UAV
fly-overs
of
the
city
center
Karlsruhe,
Germany,
and
comprises
total
926
high-resolution
images
with
6927
manually-provided
thermal
bridge
annotations.
Each
image
provides
five
channels:
three
color,
one
thermographic,
computationally
derived
height
map
channel.
The
data
pre-split
into
training
test
subsets
suitable
for
object
detection
instance
segmentation
tasks.
All
organized
structured
to
comply
FAIR
principles,
i.e.
being
findable,
accessible,
interoperable,
reusable.
publicly
available
can
be
downloaded
from
Zenodo
repository.
This
work
comprehensive
descriptor
TBBR
dataset
facilitate
broad
community
uptake.
FACETS,
Journal Year:
2024,
Volume and Issue:
9, P. 1 - 14
Published: Jan. 1, 2024
This
candid
perspective
written
by
scholars
from
diverse
disciplinary
backgrounds
is
intended
to
advance
conversations
about
the
realities
of
peer
review
and
its
inherent
limitations.
Trust
in
a
process
or
institution
built
slowly
can
be
destroyed
quickly.
for
scholarly
outputs
(i.e.,
journal
articles)
being
eroded
high-profile
scandals,
exaggerated
news
stories,
exposés,
corrections,
retractions,
anecdotes
poor
practices.
Diminished
trust
has
real-world
consequences
threatens
uptake
critical
scientific
advances.
The
literature
on
“crises
trust”
tells
us
that
rebuilding
diminished
takes
time
requires
frank
admission
discussion
problems,
creative
thinking
addresses
rather
than
dismisses
criticisms,
planning
enacting
short-
long-term
reforms
address
root
causes
problems.
article
steps
this
direction
presenting
eight
reality
checks
summarizing
efforts
their
weaknesses
using
harm
reduction
approach,
though
we
recognize
take
some
problems
may
never
fully
rectified.
While
forms
will
require
structural
procedural
changes,
emphasize
vital
role
training
editors,
reviewers,
authors
reduction.
Additionally,
consumers
science
need
how
works
critically
evaluate
research
findings.
No
amount
self-policing,
transparency,
reform
eliminate
all
bad
actors,
unscrupulous
publishers,
perverse
incentives
reward
cutting
corners,
intentional
deception,
bias.
However,
community
act
minimize
harms
these
activities,
while
simultaneously
(re)building
process.
A
system
needed,
even
if
it
imperfect.