Citations are not opinions: a corpus linguistics approach to understanding how citations are made

Author : Domenic Rosati

Citation content analysis seeks to understand citations based on the language used during the making of a citation. A key issue in citation content analysis is looking for linguistic structures that characterize distinct classes of citations for the purposes of understanding the intent and function of a citation.

Previous works have focused on modeling linguistic features first and drawn conclusions on the language structures unique to each class of citation function based on the performance of a classification task or inter-annotator agreement.

In this study, we start with a large sample of a pre-classified citation corpus, 2 million citations from each class of the scite Smart Citation dataset (supporting, disputing, and mentioning citations), and analyze its corpus linguistics in order to reveal the unique and statistically significant language structures belonging to each type of citation.

By generating comparison tables for each citation type we present a number of interesting linguistic features that uniquely characterize citation type. What we find is that within citation collocates, there is very low correlation between citation type and sentiment.

Additionally, we find that the subjectivity of citation collocates across classes is very low. These findings suggest that the sentiment of collocates is not a predictor of citation function and that due to their low subjectivity, an opinion-expressing mode of understanding citations, implicit in previous citation sentiment analysis literature, is inappropriate.

Instead, we suggest that citations can be better understood as claims-making devices where the citation type can be explained by understanding how two claims are being compared. By presenting this approach, we hope to inspire similar corpus linguistic studies on citations that derive a more robust theory of citation from an empirical basis using citation corpora.

URL : https://arxiv.org/abs/2104.08087

Increasing visibility and discoverability of scholarly publications with academic search engine optimization

Authors : Lisa Schilhan, Christian Kaier, Karin Lackner

With the help of academic search engine optimization (ASEO), publications can more easily be found in academic search engines and databases. Authors can improve the ranking of their publications by adjusting titles, keywords and abstracts.

Carefully considered wording makes publications easier to find and, ideally, cited more often. This article is meant to support authors in making their scholarly publications more visible. It provides basic information on ranking mechanisms as well as tips and tricks on how to improve the findability of scholarly publications while also pointing out the limits of optimization.

This article, authored by three scholarly communications librarians, draws on their experience of hosting journals, providing workshops for researchers and individual publication support, as well as on their investigations of the ranking algorithms of search engines and databases.

URL : Increasing visibility and discoverability of scholarly publications with academic search engine optimization

DOI : http://doi.org/10.1629/uksg.534

Scaling Small; Or How to Envision New Relationalities for Knowledge Production

Authors: Janneke Adema, Samuel A. Moore

Within the field of open access (OA) publishing, community-led publishing projects are experimenting increasingly with new forms of collaboration and organisation. They do so by focusing on setting up horizontal alliances between independent projects within a certain sector (e.g., scholar-led presses), or vertically across sectors with other not-for-profit organisations (e.g., through collaborations with libraries, universities, and funders), in order to create multi-stakeholder ecologies within scholarly publishing.

Yet at the same time, imaginaries for future modes of OA knowledge production are still controlled through demands for ‘scalability’ and ‘sustainability’, which are both seen as preconditions for scholarly communication models and practices to succeed and to be efficient. But they are also prerequi­sites to receive funding for publishing projects or infrastructure development.

The scalability of open models is perceived as essential to compete in a landscape dominated by a handful of major corporate players.Drawing on our work with the Radical Open Access Collective, the ScholarLed consortium, and the Community-led Open Publishing Infrastructures for Mono­graphs (COPIM) project, this article outlines an alternative organisational prin­ciple for governing community-led publishing projects based on mutual reliance, care, and other forms of commoning.

Termed ‘scaling small’, this principle eschews standard approaches to organisational growth that tend to flatten community diversity through economies of scale. Instead, it puts forward the idea that scale can be nurtured through intentional collaborations between community-driven pro­jects that promote a bibliodiverse ecosystem while providing resilience through resource sharing and other kinds of collaboration.

Following Anna Tsing’s recom­mendations to keep in mind how reimagining our knowledge practices requires we pay particular attention to articulations between the scalable and the nonscalable (Tsing, 2012), what is needed to enable this is, first and foremost, a rethinking of existing systems and infrastructures and how they currently function – systems that have historically developed and been continuously remade to encourage fur­ther scalability.

We further explore the possibilities of scaling small with particular reference to Anna Tsing’s work on the ‘latent commons’ and Massimo De Angelis’ discussion of ‘boundary commoning’, examining how these concepts are on display within the Radical Open Access Collective, ScholarLed and the COPIM project.

As we will argue, reimagining the relations within publishing beyond a mere calcula­tive logic, i.e., one that is focused on assessing the sustainability of alternative models, is essential in not-for-profit OA publishing environments, particularly if we want new forms of collaboration to arise and to redefine the future of scholarly publishing in communal settings.

URL : Scaling Small; Or How to Envision New Relationalities for Knowledge Production

DOI : https://doi.org/10.16997/wpcc.918

Value-added services in institutional repositories in Spanish public universities

Authors : Andrés Fernández-Ramos, Leticia Barrionuevo

Introduction

The aim of the present study was to analyse the value-added services offered by institutional repositories in Spanish public universities.

Method

Information was collected on the main characteristics of repositories in Spanish public universities and the value-added services they offered, using a checklist with twenty-five items divided into three dimensions: information on the repository; information on the records; and instructions for use and dissemination.

Analysis

We determined the frequency of each value-added service in the repositories included in the study and analysed the main modalities in which these services were offered. We also analysed the similarity between repositories using multidimensional scaling methods.

Results

We found high variability between repositories and indicated that some value-added services were widely offered whereas others were only provided by a few repositories.

Conclusions

We believe that the provision of value-added services could have a direct impact on repository use because such services are related to many of the reasons that explain repository under-utilisation, such as low perceived usefulness, difficulties depositing work and lack of knowledge about what should or can be deposited.

DOI : https://doi.org/10.47989/irpaper895

Exploring factors that influence the practice of Open Science by early career health researchers: a mixed methods study

Authors : Ksenija Zečević, Catherine Houghton, Chris Noone, Hopin Lee, Karen Matvienko-Sikar, Elaine Toomey

Background

There is a growing global movement towards open science and ensuring that health research is more transparent. It is vital that the researchers are adequately prepared for this research environment from early in their careers.

However, limited research has been conducted on the barriers and enablers to practicing open science for early career researchers. This study aimed to explore the views, experiences and factors influencing open science practices amongst ECRs working in health research.

Methods

Semi-structured individual interviews were conducted with a convenience sample of ECRs working in health research. Participants also completed surveys regarding the factors influencing open science practices. Thematic analysis was used to analyse the qualitative data and descriptive statistical analyses were used to analyse survey data.

Results

14 ECRs participated. Two main themes were identified from interview data; Valuing Open Science and Creating a Culture for Open Science. Within ‘Valuing Open Science’, participants spoke about the conceptualisation of open science to be open across the entire research cycle, and important for producing better and more impactful research for patients and the public.

Within ‘Creating a Culture of Open Science’ participants spoke about a number of factors influencing their practice of open science. These included cultural and academic pressures, the positives and negatives of increased accountability and transparency, and the need for more training and supporting resources to facilitate open science practices.

Conclusion

ECRs see the importance of open science for beneficially impacting patient and public health but many feel that they are not fully supported to practice open science.

Resources and supports including education and training are needed, as are better incentives for open science activities. Crucially, tangible engagement from institutions, funders and researchers is needed to facilitate the development of an open science culture.

URL : Exploring factors that influence the practice of Open Science by early career health researchers: a mixed methods study

An analysis of use statistics of electronic papers in a Korean scholarly information repository

Authors : Jayhoon Kim, Su-yeong Bae, Hyekyong Hwang, Sung-Seok Ko

Introduction

This study aimed to analyse the current use status of Korean scholarly papers accessible in the repository of the Korea Institute of Science and Technology Information in order to assess the economic validity of the maintenance and operation of the repository.

Method

This study used the modified historical cost method and performed regression analysis on the use of Korean scholarly papers by year and subject area.

Analysis

The development cost of the repository and the use volumes were analysed based on 1,154,549 Korean scholarly papers deposited in the Institute repository.

Results

Approximately 86% of the deposited papers were downloaded at least once and on average, a paper was downloaded over twenty-six times. Regression analysis showed that the ratio of use of currently deposited papers is likely to decrease by 7.6% annually, as new ones are added.

Conclusions

The need to manage currently deposited papers for at least thirteen years into the future and provide empirical proof that the repository has contributed to Korean researchers conducting research and development in the fields of science and technology. The benefit-cost ratio was above nineteen, confirming the economic validity of the repository.

DOI : https://doi.org/10.47989/irpaper892

Investigating the division of scientific labor using the Contributor Roles Taxonomy (CRediT)

Authors : Vincent Larivière, David Pontille, Cassidy R. Sugimoto

Contributorship statements were introduced by scholarly journals in the late 1990s to provide more details on the specific contributions made by authors to research papers.

After more than a decade of idiosyncratic taxonomies by journals, a partnership between medical journals and standards organizations has led to the establishment, in 2015, of the Contributor Roles Taxonomy (CRediT), which provides a standardized set of 14 research contributions.

Using the data from Public Library of Science (PLOS) journals over the 2017–2018 period (N = 30,054 papers), this paper analyzes how research contributions are divided across research teams, focusing on the association between division of labor and number of authors, and authors’ position and specific contributions.

It also assesses whether some contributions are more likely to be performed in conjunction with others and examines how the new taxonomy provides greater insight into the gendered nature of labor division. The paper concludes with a discussion of results with respect to current issues in research evaluation, science policy, and responsible research practices.

URL : Investigating the division of scientific labor using the Contributor Roles Taxonomy (CRediT)

DOI : https://doi.org/10.1162/qss_a_00097