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November 28, 2019 1
Lighton Phiri <lighton.phiri@unza.zm>
Department of Library and Information Science
University of Zambia
Open Access Electronic Publishing
for Increased Online Visibility:
Tooling Challenges and Potential
Solutions
ZCAS Colloquium on “Sharing Knowledge and Best Practices”
November 28, 2019 2
Outline
● Introduction
● Open Access Output
● Benefits of Open Access
● “Some” Notable Challenges
● “Some” Potential Solutions
November 28, 2019 3
Where is the missing content?
https://worldmapper.org
November 28, 2019 4
Where is the missing content?
● OATD automatically harvests Electronic Theses and Dissertations
(ETDs) from university around the world
https://oatd.org
November 28, 2019 5
Where is the missing content?
● The so-called Global South is grossly underrepresented
https://oatd.org
November 28, 2019 6
Where is the missing content?
● Most universities in Zambia do not have functional ETD portals
and/or IRs
https://oatd.org
November 28, 2019 7
Where is the missing content?
https://oatd.org
● Most universities in Zambia do not have functional ETD portals
and/or IRs
November 28, 2019 8
Where is the missing content?
https://oatd.org
● Most universities in Zambia do not have functional ETD portals
and/or IRs
November 28, 2019 9
Open Access literature
Open Access
Concepts
1. Digital
2. Freely available
3. No barriers
Open Access
literature
1. Conferences
2. Journals
3. Books
4. OERs
November 28, 2019 10
Conferences, workshops & symposiums (1/3)
http://www.unza.zm
November 28, 2019 11
Conferences, workshops & symposiums (2/3)
https://pkp.sfu.ca/ocs
November 28, 2019 12
Conferences, workshops & symposiums (3/3)
https://pkp.sfu.ca/ocs
November 28, 2019 13
Journal publications (1/3)
http://ictjournal.icict.org.zmhttps://zajlis.unza.zm
November 28, 2019 14
Journal publications (2/3)
https://pkp.sfu.ca/ojs
November 28, 2019 15
Journal publications (3/3)
http://journals.unza.zm
November 28, 2019 16
Institutional Repositories (1/2)
http://dspace.unza.zm
November 28, 2019 17
Institutional Repositories (2/2)
http://41.63.8.17:8080/jspui
November 28, 2019 18
And there is more output [...]
https://www.oercommons.org
https://zenodo.org
November 28, 2019 19
Open Access benefits (1/4) Pink
sticky
up!
http://www.zcas.ac.zm
● As the institution
expands to offer
more advanced
degrees, portals
provide a
mechanism to
showcase research
output
November 28, 2019 20
Pink
sticky
up!
https://hea.org.zm
Open Access benefits (2/4)
● Source of data for
reporting
purposes
○ Metrics can
easily be
extracted
from portals
○ Analytics on
how external
entities
interact with
outputs
November 28, 2019 21
Pink
sticky
up!
1. Academic database
indexing
2. Global institutional
visibility
3. Faculty visibility
https://scholar.google.com
Open Access benefits (3/4)
November 28, 2019 22
Open Access benefits (4/4)
http://www.webometrics.info
November 28, 2019 23
Federated downstream services (1/2)
http://search.ndltd.org
http://union.ndltd.org
November 28, 2019 24
Federated downstream services (2/2)
http://lis.unza.zm/portal
● Plans currently
underway to
implement a national
ETD portal
○ Prototype
implementation
automatically
harvests data
from CBU and
UNZA IRs
November 28, 2019 25
Open Access challenges (1/) Pink
sticky
up!
https://scholar.google.com
● Challenges specific to
our experiences
working with IRs
○ Some challenges
are, however,
generic
Phiri L. “Research Visibility in the Global South”
In: Proceedings of the 2nd
IEEE International Conference in Information
and Communication Technologies.
URL: http://dspace.unza.zm/handle/123456789/5723
November 28, 2019 26
Disproportionate output from faculty (1/2)
● Most of the
scholarly output
produced the UNZA
can be deposited
into the repository
○ OERs currently
not catered for
● ETDs consistently
ingested into UNZA
IR
November 28, 2019 27
Disproportionate output from faculty (1/2)
● Most of the
scholarly output
produced the UNZA
can be deposited
into the repository
○ OERs currently
not catered for
● ETDs consistently
ingested into UNZA
IR
November 28, 2019 28
Disproportionate output from faculty (2/2)
● Faculty generated
research output
currently not
consistently
ingested into IR
○ Lack of policy
○ Lack of
awareness
November 28, 2019 29
Irregular ingestion of digital objects
● Ingestion of digital
object irregular
○ Insufficient
human resource
○ Non-implement
ation of
self-archiving
November 28, 2019 30
Incorrect and missing metadata
● The quality of
metadata is an
issue, affecting
searching
○ Missing and
incorrect
metadata
elements
○ Lack of use of
controlled
vocabularies
http://dspace.unza.zm
November 28, 2019 31
Potential viable solutions
Technology-centric
● Subject repositories
● Machine learning techniques
to automatically classify digital
objects
● Third-party tools and plugins
● Integration of controlled
vocabularies
Human-centric
● Policy implementation
● Self-archiving
● User training and awareness
November 28, 2019 32
Pink
sticky
up!
http://lis.unza.zm/archive
Subject Institutional Repositories
Feasibility of Using Subject Institutional Repositories (2018)
Mathews Mbewe, Mathews Mwewa, Moonga Habukali, Nandi Sikazindu
and Nozyenji Mwale, BA LIS
● Subject repositories
aimed at
decentralising IR
usage
● Content can be
synchronised both
ways
November 28, 2019 33
Workflows for effective ingestion
● Exploration of effective submission workflow
that involve multiple stakeholders
○ Integration of workflow into IR submission
workflow to eliminate current manual
process
“Multi-Stakeholder Approach for Effective
Deposit of Repository Objects”
Angela Nyirenda, MA LIS (Current).
November 28, 2019 34
Automatic classification of digital objects
● Experimentation of machine learning
techniques to automatically classify
repository objects
○ Reduce work performed by staff
responsible for ingestion of content
“Multi-faceted Automatic classification of
Institutional repository digital objects”
Robert M’sendo, MSc Computer Science (Current).
November 28, 2019 35
Automatic classification of digital objects
ETD Type
0.99—Precision
0.75—Recall
0.83—F-Score
98.1%
● ETD No. of Pages
● Random Forests
ETD Collection
0.82—Precision
0.81—Recall
0.81—F-Score
81.1%
● ETD Abstract
● SGD Classifier
ETD Subject
0.80—Precision
0.77—Recall
0.77—F-Score
81.7%
● Title+Abstract+MeSH
● SGD Classifier
November 28, 2019 36
Summary
http://41.63.8.17:8080/jspui
November 28, 2019 37
Thank you for your time
Lighton Phiri
@lightonphiri
lighton.phiri@unza.zm
http://lis.unza.zm/~lightonphiri

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OA Publishing Challenges & Solutions

  • 1. November 28, 2019 1 Lighton Phiri <lighton.phiri@unza.zm> Department of Library and Information Science University of Zambia Open Access Electronic Publishing for Increased Online Visibility: Tooling Challenges and Potential Solutions ZCAS Colloquium on “Sharing Knowledge and Best Practices”
  • 2. November 28, 2019 2 Outline ● Introduction ● Open Access Output ● Benefits of Open Access ● “Some” Notable Challenges ● “Some” Potential Solutions
  • 3. November 28, 2019 3 Where is the missing content? https://worldmapper.org
  • 4. November 28, 2019 4 Where is the missing content? ● OATD automatically harvests Electronic Theses and Dissertations (ETDs) from university around the world https://oatd.org
  • 5. November 28, 2019 5 Where is the missing content? ● The so-called Global South is grossly underrepresented https://oatd.org
  • 6. November 28, 2019 6 Where is the missing content? ● Most universities in Zambia do not have functional ETD portals and/or IRs https://oatd.org
  • 7. November 28, 2019 7 Where is the missing content? https://oatd.org ● Most universities in Zambia do not have functional ETD portals and/or IRs
  • 8. November 28, 2019 8 Where is the missing content? https://oatd.org ● Most universities in Zambia do not have functional ETD portals and/or IRs
  • 9. November 28, 2019 9 Open Access literature Open Access Concepts 1. Digital 2. Freely available 3. No barriers Open Access literature 1. Conferences 2. Journals 3. Books 4. OERs
  • 10. November 28, 2019 10 Conferences, workshops & symposiums (1/3) http://www.unza.zm
  • 11. November 28, 2019 11 Conferences, workshops & symposiums (2/3) https://pkp.sfu.ca/ocs
  • 12. November 28, 2019 12 Conferences, workshops & symposiums (3/3) https://pkp.sfu.ca/ocs
  • 13. November 28, 2019 13 Journal publications (1/3) http://ictjournal.icict.org.zmhttps://zajlis.unza.zm
  • 14. November 28, 2019 14 Journal publications (2/3) https://pkp.sfu.ca/ojs
  • 15. November 28, 2019 15 Journal publications (3/3) http://journals.unza.zm
  • 16. November 28, 2019 16 Institutional Repositories (1/2) http://dspace.unza.zm
  • 17. November 28, 2019 17 Institutional Repositories (2/2) http://41.63.8.17:8080/jspui
  • 18. November 28, 2019 18 And there is more output [...] https://www.oercommons.org https://zenodo.org
  • 19. November 28, 2019 19 Open Access benefits (1/4) Pink sticky up! http://www.zcas.ac.zm ● As the institution expands to offer more advanced degrees, portals provide a mechanism to showcase research output
  • 20. November 28, 2019 20 Pink sticky up! https://hea.org.zm Open Access benefits (2/4) ● Source of data for reporting purposes ○ Metrics can easily be extracted from portals ○ Analytics on how external entities interact with outputs
  • 21. November 28, 2019 21 Pink sticky up! 1. Academic database indexing 2. Global institutional visibility 3. Faculty visibility https://scholar.google.com Open Access benefits (3/4)
  • 22. November 28, 2019 22 Open Access benefits (4/4) http://www.webometrics.info
  • 23. November 28, 2019 23 Federated downstream services (1/2) http://search.ndltd.org http://union.ndltd.org
  • 24. November 28, 2019 24 Federated downstream services (2/2) http://lis.unza.zm/portal ● Plans currently underway to implement a national ETD portal ○ Prototype implementation automatically harvests data from CBU and UNZA IRs
  • 25. November 28, 2019 25 Open Access challenges (1/) Pink sticky up! https://scholar.google.com ● Challenges specific to our experiences working with IRs ○ Some challenges are, however, generic Phiri L. “Research Visibility in the Global South” In: Proceedings of the 2nd IEEE International Conference in Information and Communication Technologies. URL: http://dspace.unza.zm/handle/123456789/5723
  • 26. November 28, 2019 26 Disproportionate output from faculty (1/2) ● Most of the scholarly output produced the UNZA can be deposited into the repository ○ OERs currently not catered for ● ETDs consistently ingested into UNZA IR
  • 27. November 28, 2019 27 Disproportionate output from faculty (1/2) ● Most of the scholarly output produced the UNZA can be deposited into the repository ○ OERs currently not catered for ● ETDs consistently ingested into UNZA IR
  • 28. November 28, 2019 28 Disproportionate output from faculty (2/2) ● Faculty generated research output currently not consistently ingested into IR ○ Lack of policy ○ Lack of awareness
  • 29. November 28, 2019 29 Irregular ingestion of digital objects ● Ingestion of digital object irregular ○ Insufficient human resource ○ Non-implement ation of self-archiving
  • 30. November 28, 2019 30 Incorrect and missing metadata ● The quality of metadata is an issue, affecting searching ○ Missing and incorrect metadata elements ○ Lack of use of controlled vocabularies http://dspace.unza.zm
  • 31. November 28, 2019 31 Potential viable solutions Technology-centric ● Subject repositories ● Machine learning techniques to automatically classify digital objects ● Third-party tools and plugins ● Integration of controlled vocabularies Human-centric ● Policy implementation ● Self-archiving ● User training and awareness
  • 32. November 28, 2019 32 Pink sticky up! http://lis.unza.zm/archive Subject Institutional Repositories Feasibility of Using Subject Institutional Repositories (2018) Mathews Mbewe, Mathews Mwewa, Moonga Habukali, Nandi Sikazindu and Nozyenji Mwale, BA LIS ● Subject repositories aimed at decentralising IR usage ● Content can be synchronised both ways
  • 33. November 28, 2019 33 Workflows for effective ingestion ● Exploration of effective submission workflow that involve multiple stakeholders ○ Integration of workflow into IR submission workflow to eliminate current manual process “Multi-Stakeholder Approach for Effective Deposit of Repository Objects” Angela Nyirenda, MA LIS (Current).
  • 34. November 28, 2019 34 Automatic classification of digital objects ● Experimentation of machine learning techniques to automatically classify repository objects ○ Reduce work performed by staff responsible for ingestion of content “Multi-faceted Automatic classification of Institutional repository digital objects” Robert M’sendo, MSc Computer Science (Current).
  • 35. November 28, 2019 35 Automatic classification of digital objects ETD Type 0.99—Precision 0.75—Recall 0.83—F-Score 98.1% ● ETD No. of Pages ● Random Forests ETD Collection 0.82—Precision 0.81—Recall 0.81—F-Score 81.1% ● ETD Abstract ● SGD Classifier ETD Subject 0.80—Precision 0.77—Recall 0.77—F-Score 81.7% ● Title+Abstract+MeSH ● SGD Classifier
  • 36. November 28, 2019 36 Summary http://41.63.8.17:8080/jspui
  • 37. November 28, 2019 37 Thank you for your time Lighton Phiri @lightonphiri lighton.phiri@unza.zm http://lis.unza.zm/~lightonphiri