CorText Manager around the world

@online{Bautista-Puig2025,

title = {¿ Participa el público en los proyectos de ciencia ciudadana ?},

author = {Núria Bautista-Puig and Enrique Orduña-Malea},

url = {https://www.scimagoepi.com/wp-content/uploads/2025/04/Participa-el-publico-en-los-proyectos-de-ciencia-ciudadana.pdf},

year  = {2025},

date = {2025-04-01},

school = {Universitat Politècnica de València},

abstract = {La participación activa de los ciudadanos en la producción del conocimiento científico, conocida como ciencia ciudadana, ha transformado la forma en que se genera y se comparte la ciencia.

Debido a que esta perspectiva puede representar una situación beneficiosa para ambas partes (win-win), las iniciativas de participación pública han ganado una mayor atención política, institucional y pública (Marzuki, 2015), ya que pueden contribuir a mejorar la toma de decisiones y fortalecer las democracias (Monzón-Alvarado et al., 2020).

},

keywords = {},

pubstate = {published},

tppubtype = {online}

}

@online{Bensussan2023,

title = {100 years of Corporate Planning. From Industrial Capitalism to Intellectual Monopoly Capitalism through the lenses of the Harvard Business Review (1922-2021)},

author = {Hannah Bensussan and Cédric Durand and Cecilia Rikap},

url = {https://archive-ouverte.unige.ch/unige:171107},

year  = {2023},

date = {2023-08-30},

school = {University of Geneva},

abstract = {This paper reopens the question of Corporate Planning (CP) from a political economy perspective by analyzing its evolving role in capitalism. To account for the evolution yet persistent relevance of CP, we analyze the content of Harvard Business Review (HBR) since its foundation in 1922 until 2021 included, using text mining and network analysis techniques.



Our results show that CP found new venues but remains crucial in the process of capital circulation and accumulation. Through Industrial Capitalism, CP used to be conditioned by two types of means of planning identified as means of information and knowledge appropriation (MIKA) and means of spatio-temporal projection (MSTP). The former was used to capture relevant intangibles for the construction and assessment of the plan while the latter were used to deploy the plan and concretely control and organize the activity from production to consumption. From the 1980s on, in a context of ample socioeconomic changes, the spread of digital technologies and the growing relevance of (and capacity to capture) intangibles for large corporations led to a transformation in the temporal orientation of the plan and contributed to change not only the how managers plan but also the immediate purpose of planning. },

keywords = {},

pubstate = {published},

tppubtype = {online}

}

@online{Rikap2023,

title = {Same End By Different Means: Google, Amazon, Microsoft and Meta’s Strategies to Organize Their Frontier AI Innovation Systems},

author = {Cecilia Rikap},

url = {https://www.cdh.cam.ac.uk/wp-content/uploads/2023/06/8.-Rikap-2023-Same-end-different-means-longer-version-CITYPERC.pdf},

year  = {2023},

date = {2023-03-31},

urldate = {2023-03-31},

school = {University of London},

abstract = {I combine quantitative methodologies and in-depth interviews to analyse United States Big Tech different strategies to organize and profit from their AI corporate innovation systems (CIS). I propose 1) “frenemies” for Microsoft, because even Chinese organizations and direct competitors integrate its CIS. 2) “University” for Google, whose AI strategy included leaving DeepMind autonomous to explore more fundamental AI but appropriation mechanisms are not translating into a clear business advantage. 3) “Secrecy” for Amazon, given its large concern with secrecy to profit from AI. 4) And “application-centred” for Facebook; its AI CIS is the narrowest, mostly attached to its platforms.},

howpublished = {CITYPERC},

note = {CITYPERC},

keywords = {},

pubstate = {published},

tppubtype = {online}

}

@online{Bessagnet2023,

title = {How is the literature on Digital Entrepreneurial Ecosystems structured? A socio-semantic network approach},

author = {Arnauld Bessagnet and Joan Crespo and Jerome Vicente},

url = {http://econ.geo.uu.nl/peeg/peeg2321.pdf},

year  = {2023},

date = {2023-01-01},

urldate = {2023-01-01},

school = {Utrecht University},

abstract = {The paper provides a socio-semantic analysis of a scientific field which is of a growing importance to the academic community and policy makers: the field of digital entrepreneurial ecosystems. The purpose is to understand the way in which the ideas, theories and knowledge domains that nourish the field are structured. For this, we propose a methodology that combines the analysis of the structural properties of the coauthorship network with the semantic specificities that shape the sub-communities that interact within the field. The results show that despite the sign of a scientific integration, some key scientific issues on digital entrepreneurial ecosystems remain under-explored.

We conclude on the importance of the method to identify knowledge gaps to be filled and better frame private and public incentives for future collaborations.},

note = {Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography.

Papers in Evolutionary Economic Geography

# 23.21},

keywords = {},

pubstate = {published},

tppubtype = {online}

}

@online{Andro2022b,

title = {Une expérimentation de plateforme de diffusion automatisée et collaborative des veilles avec le logiciel libre WordPress},

author = {Mathieu Andro and Mickaël Réault},

url = {https://hal.archives-ouvertes.fr/hal-03895971/

https://hal.archives-ouvertes.fr/hal-03895971/document},

year  = {2022},

date = {2022-12-01},

urldate = {2022-12-01},

abstract = {Dans les organisations, les veilles sont encore souvent diffusées en silos informationnels via des newsletters adressées par courriels. A la faveur du confinement sanitaire et afin d’initier une veille plus partagée, ouverte et collaborative, une plateforme de diffusion automatisée des veilles depuis divers outils de surveillance comme InoReader, KB Crawl et Sindup a été expérimentée de manière agile avec le logiciel libre WordPress. Elle est accessible sur smartphone, elle propose des fonctionnalités collaboratives, sémantiques, de recherche et de capitalisation des contenus, et des statistiques détaillées de consultation. Elle a été expérimentée par une vingtaine de veilleurs d’une dizaine de services différents. La plateforme a ensuite été hébergée, consolidée, mise en forme et sécurisée avec l’aide de l’éditeur de technologies de veille Sindup. Ce modèle de plateforme, construit avec WordPress, est entièrement reproductible pour un très faible coût. Il pourrait permettre aux veilleurs de rendre plus efficiente la diffusion de leurs veilles et aux éditeurs de plateformes de proposer des offres moins onéreuses, plus centrées sur leur cœur de métier qui reste la mise en surveillance des sources. Il pourrait aussi permettre aux éditeurs de s’adresser à un marché plus large de PME, de TPE et d’associations. },

note = {hal-03895971 , version 1},

keywords = {},

pubstate = {published},

tppubtype = {online}

}

@online{Koronska2022,

title = {Mapping controversial narratives related to the 2022 Russian Invasion of Ukraine in Polish-language social media Facilitators},

author = {Kamila Koronska and Maria Lompe and Richard Rogers},

editor = {The Digital Methods Initiative (DMI)},

url = {https://digitalmethods.net/Dmi/RussoUkrainianWarPolishSocialMedia2022},

year  = {2022},

date = {2022-09-28},

urldate = {2022-09-28},

abstract = {According to tallies by the UNHCR at the end of June 2022, since the beginning of the Russian invasion of Ukraine more than 5.2 million refugees have fled Ukraine and relocated across Europe, with over a million residing in neighbouring Poland (2022). Poland has played an important role in facilitating rescue corridors for Ukrainians, at one point welcoming almost half of the total number of refugees. At the onset of the war, Polish media started to report an alarming rise in controversial narratives shared on social media platforms concerning Ukranians (Wirtualne Media, Onet.pl, RMF24, Konkret24).



Among these are calls for reducing aid to the Ukrainian refugees, evoking historical, economic or other arguments that seek to undermine public sentiment and eagerness to help. The stakes can be high. There have been extreme situations that threaten the most vulnerable such as when there was an orchestrated buy out of necessities and queues at gas stations.



Since the war in Ukraine started, over 2 million Ukrainian refugees have fled to Poland seeking shelter. Journalists have reported a rise in controversial narratives found online concerning the motives of Ukrainian refugees as well as reactions to them. Our objective is to map these narratives and attempt to find out actors who spread them in the Polish social media sphere.},

keywords = {},

pubstate = {published},

tppubtype = {online}

}

@online{Kamara2022,

title = {Crawling the italian Green Pass debate on Twitter},

author = {Abdourahmane Tintou Kamara and Annick Vignes and Auriane Polleau and Aurore Deschamps and Chiara Caputo and Christophe Prieur and Claudia Egher and Dylan Cubizolles and Enguerrand Armanet and Federico Lucifora and Hajar Laglil and Marilù Miotto and Raphael Delivre and Sébastien Tadiello and Sila Tuncer and Simone Persico and Tom Billard and Valentin Chabaux and Zakaria Tahiri},

editor = {The Digital Methods Initiative (DMI)},

url = {https://digitalmethods.net/Dmi/CrawlingItalianGreenPassDebate},

year  = {2022},

date = {2022-02-18},

urldate = {2022-02-18},

abstract = {The last Censis report about the social situation in Italy highlighted that the number of people adhering to irrational thoughts is increasing and that this could be related to the pandemic situation. The term irrational describe the situation where people become victim of cognitive biases that could led them to wrong interpretations and conduct to conspiracy theories.



Social Networks are nowadays platforms that lot of users use to directly find informations about social interest topics and doing so they can be influenced by the contents that other people shares.



Twitter is a space where common people, VIPs, politics and journalists debate about actuality topics and sometime can become an highly polarizing environment. In Italy one of the most divisive topics since his institution in the middle of July has been the covid-19 certificate (commonly known as “green pass”).



The purpose of the project is to explore and classify the most polarizing contents surrounding this debate, particularly focusing on the external sources of informations shared into the platform.



A list of source domains will be crawled to map the network, in order to find links that can be used as sign of homophily between sources. The position into the debate will be evaluated according to proximity to known sources of information, previously labelled as “mainstream” or “not mainstream” with the aim of revealing the possible presence of platforms related to conspiracies in the sources far from mainstream media.},

keywords = {},

pubstate = {published},

tppubtype = {online}

}

@online{Saubin2021,

title = {Improving the design of sustainable crop protection strategies thanks to population genetics concepts},

author = {Méline Saubin and Clémentine Louet and Lydia Bousset and Frédéric Fabre and Isabelle Fudal and Frédéric Grognard and Ludovic Mailleret and Solenn Stoeckel and Suzanne Touzeau and Benjamin Petre and Fabien Halkett},

url = {https://hal.archives-ouvertes.fr/hal-03394837},

doi = {10.1111/mec.16634},

year  = {2021},

date = {2021-10-01},

urldate = {2021-10-01},

abstract = {Cropping genetically resistant plants allows to control pathogen populations while substantially reducing chemical inputs. However, resistances are often quickly defeated by pathogens. In this context, how can sustainable crop protection be achieved? This question has shaped the debate about the durability of genetic resistances in agriculture for decades, and, despite active research efforts, has not been satisfactorily answered yet. Here we demonstrate from a bibliography analysis that the research field of resistance durability evolved into two non-overlapping directions: (i) the subfield of 'epidemiology and evolution', which aims to forecast and explain pathogen population dynamics; (ii) the subfield of 'molecular interactions', which studies the molecular processes involved in the overcoming of resistance and in the dialogue between plants and pathogens. After reviewing briefly these two subfields and the gap between the corresponding research communities, we propose strategies to merge these approaches into one by using the concepts of population genetics. Ultimately, such new eco-evolutionary studies could be used to determine the best strategy for the deployment of genetically resistant cultivars by integrating, from gene to landscape, all relevant and contextual biological knowledge into sound theoretical models.},

keywords = {},

pubstate = {published},

tppubtype = {online}

}

@online{Andro2021,

title = {Digital libraries: textual analysis for a systematic review and meta-analysis},

author = {Mathieu Andro and Marc Maisonneuve},

url = {https://hal.archives-ouvertes.fr/hal-03270523},

year  = {2021},

date = {2021-06-24},

urldate = {2021-06-24},

abstract = {Purpose: We seek to explore the realm of literature about digital libraries. We specifically seek to ascertain how interest in this subject has evolved, its impact, the most productive journals and countries, the number of occurrences of digital libraries, the relationships and dynamics of the main concepts mentioned, and the dynamics of metadata formats.



Methods: We extracted corpora from the Google Scholar and Microsoft Academic Search bibliographic databases. We analyzed the named entities and concepts contained within these corpora with the help of text mining technologies, CorTexT in particular.



Results: While the number of publications on the subject of digital libraries is increasing, their average number of citations is decreasing. China, the United States and India are the most productive countries on the subject. Literature about conservation and national libraries has gradually been replaced by literature about open access, university libraries and the relationship with users. Internet Archive is the most cited digital library in literature and continues to grow. Dublin Core is the most talked about metadata format, however the subject of metadata formats is declining in the corpus today.



Conclusion: Digital libraries now seem to be reaching the age of maturity.},

note = {HAL Id : hal-03270523 , version 1 ; ARXIV : 2106.13469},

keywords = {},

pubstate = {published},

tppubtype = {online}

}

@online{Bernard2021,

title = {Conspiracy theories in the age of Covid-19. A comparative analysis of France and the UK.},

author = {Alexander Bernard and Michiel Bartelds and Cristobal Marin Rojas and Christin Moss and Ece Ucar},

url = {https://fonio.medialab.sciences-po.fr/alaris/read/99fd5a0c-42e3-483a-991c-15de519db3db?lang=en},

year  = {2021},

date = {2021-05-01},

organization = {Science Po},

abstract = {Since its beginning, the Covid-19 crisis has disrupted the world order. Other than showing the flaws in health care systems worldwide, the crisis also unveiled a number of deeply rooted conspiracy theories that either linked the Covid-19 pandemic to existing conspiratory frames or designed new theories around the pandemic.

Although online conspiracy-spreading communities are certainly not a new phenomenon, they proliferated on social media more than ever before during the Covid-19 pandemic . This happened as social media, as a source of knowledge and information about current affairs, became even more important due to the unknown nature of the virus .

Different types of Covid-19 conspiracy theories can be distinguished. Some adherents believe in conspiracy theories related to vaccine safety whereas others believe that reported Covid-19 death rates are deliberately greatly exaggerated. Moreover, even 5G technology has been accused for activating the virus inside the human body. Similarly, there is a tendency to believe in the powerful countries' and organisations' role in the "creation" of the virus. For example, a YouGov survey found

that 28% of Britons and 36% of French think that the pandemic's emergence is connected to a single group of people who "control the events and rule the world together." This is further supported by a study

conducted in 2021 by the Cevipof political research center indicating a high rate of government suspicion among the population.},

keywords = {},

pubstate = {published},

tppubtype = {online}

}

@online{Bento2021,

title = {Legitimacy and Guidance in Upscaling Energy Technology Innovations},

author = {Nuno Bento and Margarida Fontes},

url = {https://repositorio.iscte-iul.pt/bitstream/10071/21960/4/WP_2021-01.pdf},

doi = {10.15847/dinamiacet-iul.wp.2021.01},

year  = {2021},

date = {2021-02-28},

urldate = {2021-02-28},

organization = {SCTE-IUL},

abstract = {The paper aims to improve the understanding about the role of expectations and key innovation processes,  such  as  legitimation  and  guidance,  in  the  upscaling  of  low-carbon  innovations.  We analyze roadmaps developed for floating offshore wind energy to investigate how actors prepare for  system  growth.  We  focus  on  how  roadmaps  contribute  to  the  formation  and  sharing  of expectations  through  their  influence  on  system  acceptability  (legitimacy) and  attractiveness (guidance),  enabling  access  to  crucial  resources.  The  analysis  reveals  that  institutional  and technological context affect guidance, namely a higher external openness as technology matures and governments are involved. An actors’ survey finds  that  overpromising  reduces  roadmaps impact on expectations. Analyses of media coverage and Internet searches show that roadmaps affect public perceptions indirectly, through the promotion of experiments. Implications include new  directions  for  conceptualizing  legitimacy,  guidance  and  expectations  in  technological innovation  systems,  as  well  as  recommendations  for  managing  key  processes  in  systems’ upscaling.},

keywords = {},

pubstate = {published},

tppubtype = {online}

}

@online{nokey,

title = {Infodemic 5G : How Interpretative Frames are Co-articulated on Social Media? An Instagram versus Parler Case Study},

author = {Niels ten Oever and Maxigas and Bryan Steffen and Eleni Maragkou and Emile Provendier and Emma Breuer and Giovanni Lombardi and Giulio Valentini and Jasper van der Heide and Jörn Preuß and Roxana Varvara Boboc and Selin Ashaghimina and Sylvain Mignot and Veronica Fanzio and Veronica Moretti},

editor = {The Digital Methods Initiative (DMI)},

url = {https://digitalmethods.net/Dmi/WinterSchool2021Infodemic5G},

year  = {2021},

date = {2021-01-28},

urldate = {2021-01-28},

abstract = {The main takeaways from this project are the differences in how 5G is discussed on mainstream and alternative platforms (Instagram vs. Parler) and the connection to the way 5G is represented by vendors and network operators. The key finding is that the vendors and network operators discuss 5G in vague terms, failing to create a concrete and meaningful imaginary that people can draw from. In this context, users from various platforms associated 5G with several issues, which vary across mainstream and alternative platforms. The main takeaway in this regard is that the discourse on Instagram is much more fragmented and lacks cohesion, leading to several clusters of themes with little to no connections between them. On the other hand, Parler hosts a much more coherent approach, where the discussion is much more concrete and related to politics and corporate figures. The project explores these various critical interpretative frames to gain a sense of how 5G is conceived by various communities versus how it is presented by manufacturers.},

keywords = {},

pubstate = {published},

tppubtype = {online}

}

@online{nokey,

title = {Policy Brief, Issue 6/International patents: the role of large multinational firms in building competitive metropolitan areas},

author = {Patricia Laurens and Antoine Schoen and Philippe Larédo},

url = {https://zenodo.org/records/4301797},

doi = {/10.5281/zenodo.4301796},

year  = {2020},

date = {2020-12-02},

abstract = {Large multinational firms (LMF) play a crucial role in the dynamics of knowledge production worldwide.



The study conducted by Université Eiffel, using inventive activities as a central marker, highlights in particular four major results:



(i) Large groups represent 80% of worldwide international inventive activities and, contrary to many expectations, this role has increased over the last decade.



(ii) Though LMF are present in 60% of inventive metropolitan areas, the top 100 metropolitan areas worldwide concentrate 80% of LMF international patents.



(iii) Large metropolitan areas gather 90% of international patents in Asia, 70% in the US, but only 37% in Europe. Europe has thus a very different structure where inventive activities are more distributed with a central role of medium-size metropolitan areas. 



(iv) ‘National’ LMF play a majority role in the overall production of metropolitan areas: over 90% in Asia, and 75% in the US. In Europe, this share is only 57%. This highlights the role of LMF from other European countries (23%) and from outside of Europe (20%). 



These four results question research and innovation policies and call for an open debate about their policy-mix and their role in distributive and inclusion objectives.



The study has been conducted, using in an integrated way the three major resources developed within RISIS: CIB dataset on large firms, RISIS patent database on patents, and CORTEXT geolocation on metropolitan areas. },

keywords = {},

pubstate = {published},

tppubtype = {online}

}

@online{Baciu2020,

title = {Who is /ourguy/?: Studying political Internet subcultures through their identification with public figures},

author = {Robert Baciu and Ludovic Bersezio and Nathalie Béchet and Roxana Varvara Boboc and Yujie Dong (Doris) and Roline Van Limburg Stirum and Ava Macpherson and Josephine Oettle and Emma Yedema},

editor = {The Digital Methods Initiative (DMI)},

url = {https://digitalmethods.net/Dmi/WinterSchool2020OurguyReddit},

year  = {2020},

date = {2020-01-30},

urldate = {2020-01-30},

abstract = {The primary outcome of our research has been an approach to analysing the renegotiation and contestation of public figures, or /ourguy/, through the use of a 5 step protocol. The second aim was to showcase our model’s potential by doing a case study on political subreddits and looking at which public figures their communities discuss, as well as how they do so. The protocol allows for cross-subreddit and single-subreddit analysis and can easily be replicated for the study of other subreddits. To compile the protocol, we repurposed subreddit metrics to create a toolkit that allows us to characterize web communities. First the appropriate subreddits are selected based on a set of criteria, next we extract the most mentioned names in those subreddits using natural language processing. Then we make a selection of the relevant public figures among these names. After this we employ a twofold method of using contrast analysis and network mapping the subreddits. Lastly we generate and analyse word trees for a deeper understanding of how negotiations surrounding these public figures happen. This protocol is a useful framework for future subreddit analysis and shows that meaningful social research can still be conducted post-API.

},

keywords = {},

pubstate = {published},

tppubtype = {online}

}

@online{Gauld2019b,

title = {Mining big data about representations of autism spectrum disorder : a comparison from Twitter to PubMed, a TwiMed proof-of-concept},

author = {Christophe Gauld},

url = {https://www.researchgate.net/publication/337289960_Mining_big_data_about_representations_of_autism_spectrum_disorder_a_comparison_from_Twitter_to_PubMed_a_TwiMed_proof-of-concept},

doi = {10.13140/RG.2.2.20575.61604},

year  = {2019},

date = {2019-11-15},

abstract = {Aim: Twitter is the most commonly used social media forum in public health and is considered the radio of the internet. Many health providers utilize this media to disseminate health information. Patient use of social media for mental health topics encourages providers to disseminate quality information and to develop virtual collaborative learning environments. Such social media could also be seen as a reflection of a trend towards folk psychology. This study explored trends in health information exchanged by users of Twitter, a broad social media, through analyses of tweets about Autism Spectrum Disorder (ASD). This proxy of trends in folk psychology could be compared semantically with the corpus derived from biomedical research. Methods: At first, we conducted a text-mining analysis with a sample of 10,000 tweets posted using #autism, by a text-mining method. We built a network of words in order to extract the main dimensions about these data (Latent Dirichlet Analysis). Second, we performed a geocoding analysis to create a Twitter maps of social media tweet and checked the regularity of tweets in the short and medium term. In parallel, we performed a text-mining analysis using the platform PubMed with the term « autis* », and we built networks of words. For each of them, we extracted the main dimensions from the terms. Results: We were able to retrieve 121,556 terms related to the term #autism. Most tweets focus on five dimensions: (1) Education, (2) Childhood, (3) Environment/Relatives, (4) Techniques/Sciences and (5) Support. Concerning the most researched topics in the biomedical research, on 49,021 publications, we found four dimensions: (I) Clinical/Neuropsychology/Psychometry, (II) Behavioral/Language aspects, (III) Neuroscience/Neurogenetics/Neuropharmacology, (IV) Comorbidities. Conclusion: Results suggest thematics about ASD disseminated between a social media and a biomedical database are really different. Health providers are encouraged to establish a presence on social media to learn about representations, share scholarly work or just exchange information with patients and relatives concerned by ASD.},

keywords = {},

pubstate = {published},

tppubtype = {online}

}

@online{Lerner2019b,

title = {Networks of words from comments of Brazilian Facebook Public Pages},

author = {Celina Lerner},

url = {https://zenodo.org/records/3227644

https://zenodo.org/records/3227644/files/Campanha_do_Armamento-top500-cosinecooc-oT0.55-5.pdf?download=1},

doi = {https://zenodo.org/doi/10.5281/zenodo.3227643},

year  = {2019},

date = {2019-05-24},

abstract = {Network representation of most important words of comments on Brazilian Facebook Public Pages, from 2012 to 2018.

Source: Lerner, Celina. "A mentalidade conservadora no Brasil: uma análise da interação política em redes sociais digitais" - Doctoral Thesis, PCHS/UFABC ,2019

Elaborated with CorText},

keywords = {},

pubstate = {published},

tppubtype = {online}

}

@online{nokey,

title = {Mapping Energy Technology : A supply of energy is crucial for human demands, but how do we extract, manage and access it?},

author = {Atakan Kara and Corinna Voll and Rasmus Nissen},

url = {https://medium.com/@atakankaraa/mapping-energy-technology-85605a494488},

year  = {2019},

date = {2019-02-26},

abstract = {Energy use for human plans and programs have contributed to global climate change and related crises, which in turn are impacting human relation to energy. As such, not only are new methods of energy generation, distribution and storage emerging; but also bringing along with them new modes of technical innovation and social organization.



While some of these technologies prioritize quickly securing the energy supply for humans when faced with environmental adversity (such as fracking, nuclear power…), others focus on environmental regeneration and limiting human impact on nature (such as renewable energies). Furthermore, these developments expand and warp ways in which energy is socially, politically, economically organized. Struggles about prioritization, expertise and boundaries appear which make energy technology controversial.



We want to better understand the shape of this controversy. In order to do so, we investigate the landscape of energy technology on a public open source medium. Wikipedia provides us good starting point to dive into the different themes, conflicts and shifts related to energy technology. The results of our investigation and mapping compel us to pursue the debates taking place in this realm further. Through investigating Scopus, we delve deeper into the controversy and uncover the debates in the scientific community surrounding the currently most prominent field in energy technology: renewable energy. Within the field, the controversy surrounding the methods of distribution, generation and storage of energy proved interesting, as well as the questions of efficiency and reliability which were linked externally to ‘clean’ nuclear energy.},

keywords = {},

pubstate = {published},

tppubtype = {online}

}

@online{Hasselbalch2019,

title = {Mapping Controversy: vaccine controversies},

author = {Marie Hasselbalch and Trine Christensen Mayntzhusen},

url = {https://medium.com/mapping-controversy-vaccine-controversies/mapping-controversy-vaccine-controversies-vaccine-hesitancy-1-hand-in-39c761aefa80},

year  = {2019},

date = {2019-02-15},

urldate = {2019-03-05},

journal = {Medium},

abstract = {The controversy on vaccines is a controversy because of its embedded value based, ethical and cultural arguments (Law, J. & Singleton, V., 2014). The key issues include both scientific discussions on whether or not scientific results are valid, more specifically an example of the controversy of the Mumps, Measles and Rubella vaccine (MMR) and its relation to cause autism in children. As well as dissemination of specific arguments for or against vaccines from a broad perspective. The nuances of vaccine controversies are not only revolving around the bilateral relation of pro- and anti-vaccination, because the controversy exists of many sub-controversies and subdiscussions. This shows a controversy of high complexity and being reduction-resistant (Venturini, T., 2010a).

(Vaccine hesitancy, 2018). This controversy is mapped through an actor-network theory (ANT) approach; thus an actor is whatever makes a difference through action in a situation, human or non-human (Venturini, T., 2010a). An example of a significant actor in this specific controversy could be Andrew Wakefield, an anti-vaccine activist and former British doctor, who has had a great impact on the issue about vaccine hesitancy and connection between MMR and autism.

The first part of this article will revolve around data harvesting of a Wikipedia category and the member pages, and different networks and visualisations of these with annotations. The second half will focus on how debates on a social media platform communicate about vaccine controversies, here specifically Reddit. We would like to map how different networks occur in the vaccine controversy debate. Besides, explore the key issues and actors in the debate on vaccine controversies on both Wikipedia’s category pages (under ‘Vaccine Controversies’) and Reddit as a social media platform.},

keywords = {},

pubstate = {published},

tppubtype = {online}

}

@online{Thorsen2019,

title = {Mapping Controversies: Abortion Debate (Wikipedia & arenas for debate)},

author = {Ann-Sofie Thorsen and Jeppe Kamstrup and Rasmus de Neergaard and Johannes van den Heuvel.},

url = {https://towardsdatascience.com/mapping-controversies-abortion-debate-7235029fc6d9},

year  = {2019},

date = {2019-02-15},

urldate = {2019-03-05},

journal = {Medium},

series = {Towards Data Sciences},

abstract = {The discussion surrounding this subject is one that has been around since the act of abortion became a possibility. While it is often easy to find the controversy outside in the real world, we went to Wikipedia to investigate how an online encyclopaedia that pursues neutrality would present it. Through the use of digital methods and harvesting online data we investigate how the abortion debate unfolds itself in the arena of Wikipedia. Our finding perhaps shows us more about how Wikipedia and the Anglo-American world functions when it tries to settle controversial topics in society.},

keywords = {},

pubstate = {published},

tppubtype = {online}

}

@online{Barbier2019,

title = {Using the CorTexT-Risis Platform for Research in Science-Policy-Studies and Science-Technology-Studies},

author = {Marc Barbier and Jean-Philippe Cointet},

url = {https://zenodo.org/records/2560351

},

doi = {https://zenodo.org/doi/10.5281/zenodo.2560350},

year  = {2019},

date = {2019-02-08},

abstract = {The objective of the course is to introduce participants to the uses of the RISIS.CorTexT platform, a research facility in S&T Studies proposed under the RISIS Infrastructure Project. Thanks to short lectures, demos, workshop and practical training participants should get enough skills to develop research work on various types of Data Base that trace science and innovation dynamics. Existing RISIS databases will be mobilized (like Patstat, Web of Science, Corporate Invention Board, EUPRO and others) and possibly other datasets that participants could bring.



The course will focus on three majors inputs:

• An overall view of the scientific and technological landscape of platforms of Digital Humanities and a synthesis of the key heuristics that ground the Platform.

• A step by step demonstration of how to use the CorTexT.Risis Platform

• A learning-by-doing approach of using the various potentialities of the RISIS.CorTexT platform.},

keywords = {},

pubstate = {published},

tppubtype = {online}

}

@online{Helmond2019,

title = {Medicate or Meditate; the App Store’s Solutions for Anxiety and Stress},

author = {Anne Helmond and Fernando van der Vlist and Esther Weltevrede and Taylor Geiger and Ine van Zeeland and Ana Pop Stefanija and Fernanda Ibanez and Julia Wolny},

editor = {The Digital Methods Initiative (DMI)},

url = {https://digitalmethods.net/Dmi/SummerSchool2018AppStoresBiasMedicateMeditate},

year  = {2019},

date = {2019-01-12},

urldate = {2019-01-12},

abstract = {The number of mobile health (mHealth) apps is rising in an unprecedented manner, and as the American Psychiatric Association notes: “Psychiatry and mental health are no exception, and there are thousands of apps targeting mental health conditions that are directly available for patients to download and use today.” [1] However, there is very little review or oversight for these apps, and as a consequence, users of these apps can receive incorrect or ineffective advice, while the mental health effects of using the apps are often overstated by their developers.



Smartphones are turning into an epistemological device, we turn to them for solutions. When you detect an issue, you turn to your smartphone to find out more. Nearly half of the queries in Google Play Store are broad searches by topic [2] (rather than specific searches for a particular app), showing that users generally turn to their smartphone app store for relevant solutions to broad issues.



When it comes to regular Google search, according to Noble (2018: 155): “In practice, the higher a web page is ranked, the more it is trusted. Unlike the vetting of journalists and librarians, who are entrusted to fact check and curate information for the public according to professional codes of ethics, the legitimacy of websites’ ranking and credibility is simply taken for granted.” Similar to website search results ranking, users accord a certain degree of authority to relevance rankings in app stores, meaning that the order and ranking presented by app stores confers some sort of recommendation to the apps based on the app store’s search results presentation.



In an attempt to make the app store affordances work for them, app developers engage in app store optimization (ASO), trying to end up highly in an app store's search results. With millions of apps available in the bigger app stores, like Google’s (>3 million apps) and Apple’s (>2 million apps), the possibility of a particular app being found is dropping. Common ASO tactics that developers deploy to improve discoverability among millions of other apps, are focused on finding popular keywords to include in the app’s name and subtitle, its ID, and its description.



The growing number of mental health apps, many of which undoubtedly engage in ASO, raises a number of questions: How is mental health represented in the Google Play Store and the Apple App Store? Which solutions does a smartphone user find for mental health issues in these app stores? How do technologists look at the issue of mental health? Which tactics are developers deploying to rank higher? What solutions do they promise and can they deliver? This study addresses these questions by exploring the sphere of mental health apps in the two biggest app stores, focusing on store-mediated ‘relatedness’ between apps and recommendations in the app stores. We glean how the app search engine and how it is manipulated influence what users will find. Lastly, we gauge what kinds of solutions users are presented with when they search for mental health issues.},

keywords = {},

pubstate = {published},

tppubtype = {online}

}

@online{Karsgaard2018,

title = {Canadian Pipeline Politics: Mapping (visual) discourse in platform spaces},

author = {Carrie Karsgaard and Lucia Bainotti and Serena Del Nero and Giacomo Flaim and Michael Hockenhull and Maggie MacDonald and Antonio Martella and Erika Valderrama and Gabriel Valerio},

editor = {The Digital Methods Initiative (DMI)},

url = {https://digitalmethods.net/Dmi/SummerSchool2018PipelinePolitics

https://docs.google.com/presentation/d/1ieIJDHakx44Glre3VRdJu2Z6o60is22aIJoRobw6YF4/edit#slide=id.p},

year  = {2018},

date = {2018-08-02},

urldate = {2018-08-02},

abstract = {Methodological findings: Twitter



Twitter’s free-form user location field enables political expression where location-identifiers have political significance; in the Canadian landscape, for instance, users may identify according to Indigenous place names rather than officially sanctioned place names.



The implication for digital methods research is that user location provides a means of exploring issue alignment and political stance for issues with geographical components.



Methodological findings: Instagram



An analytical challenge - but also an opportunity - is posed by Instagram’s multiple discursive spaces - images, text, and hashtags - as they are variously used over time. The project prototypes a comparative approach to these multiple spaces through analysis of each through multiple time slices, including analysis of the linkages between various discourses where possible (i.e. by hashtag-image and text-image analysis). Included is a new approach to text-image analysis using Cortext, which allows exploration of the user-generated text in Instagram posts, beyond what is available via hashtag analysis.



Taken together, multiple maps reinforce certain issue patterns through their repeated representation in various visualizations; at the same time, individual maps reveal nuances of the issue that only emerge through a single discourse (whether visual, textual, or connective via hashtags). This project thus demonstrates how critical discourse analysis and visual analysis may be conducted at multiple and intersecting levels through a critical cartographical approach, enabling a more robust understanding of the issue as it is performed online.



Substantive Findings



Our findings indicate that when analyzed as above, the tools embedded in both Twitter and Instagram allow us to infer discursive alignment with issue positioning, not only for/against the key issue, but also within sub-groups, allowing a nuanced view of the issue. For instance, within anti-pipeline sentiment, analysis of locations, hashtags, text, and images reveals competing ideals between protection of the land (as pristine), ownership of the land (as a Vancouver resident), and stewardship of the land (as already occupied by Indigenous peoples). By tracing these discursive groups over time, we see increasing overlap within our issue network visualizations, where distinct clusters are replaced by heterogenous networks, indicating that the pipeline issue may function as a boundary object, bringing various publics closer together.},

keywords = {},

pubstate = {published},

tppubtype = {online}

}

@online{Omena2023,

title = {Visualising hashtag engagement: imagery of political polarization on Instagram},

author = {Janna Joceli Omena and Elaine Rabello and André Mintz and Natalia Sanchez-Querubin and Suay Ozkula and Gabriela Sued and Ece Elbeyi and Alessandra Cicali},

editor = {The Digital Methods Initiative (DMI)},

url = {https://digitalmethods.net/Dmi/InstagramLivenessVisualisingengagement},

year  = {2018},

date = {2018-07-10},

urldate = {2018-07-10},

abstract = {Engagement is a key parameter in social media studies: a conductor for scientific analysis and thoughts. The overall engagement is not only a representative form (or depiction) of human activities, but also a common path to think political and social issues. However, engagement can stem from and be fostered by algorithms or bots, advertising, the popularity of actors or subjects, local or global context. On social media, engagement gathers the sum of different grammars of actions (Agre, 1994) or the reoccurrence of isolated actions, which, taken together, may represent collective thought. In other words, engagement is typically perceived through a dual logic: the sums of actions media items receive (e.g. the total number of likes and comments in a picture on Instagram); the recurrent use of natively digital objects or grammars of action from many people about a topic, e.g. the adoption of hashtags (that can be driven by personal, isolated or collective acts of communication). The first returns the most engaged list what can be defined as the dominant voices, the second returns the ordinary list that is composed by the ordinary voices.



Studies based on engagement have been commonly undertaken by vanity metrics instead of critical analytics; the former being comprised of measures of analysis based on a content or actor being well-known or influential, whereas, the latter, proposes metrics of engagement (dominant voice, concern, commitment, positioning and alignment) that focus on causes and issues overtime (Rogers, 2016). That is why we should not oversimplify engagement behind “the most engaged lists or active users”. On the contrary, we should investigate and analyze the domains of engagement activity; logic, structure and the vocabulary of actions together with an understanding of the social relations. Thus,instead of looking only at most popular actors/content or total of reactions on posts, how can we study engagement through the constant repetition of ordinary voice publications?},

keywords = {},

pubstate = {published},

tppubtype = {online}

}

@online{Bento2018,

title = {Legitimation and Guidance in Energy Technology Upscaling – The Case of Floating Offshore Wind},

author = {Nuno Bento and Margarida Fontes},

url = {http://documents.manchester.ac.uk/display.aspx?DocID=37431},

year  = {2018},

date = {2018-04-02},

abstract = {This research studies the role of the formation of collective visions and plans in accelerating the upscaling of emerging low-carbon innovations. We analyze the national roadmaps that have been developed for offshore wind energy in deepwaters, i.e., more than 50 meters deep where there is high potential of resources but whose technology is still immature. The analysis focus on how actors create legitimacy and guidance to prepare the growth of the system. The results points to different types of guidance depending on the technological and institutional context, particularly a higher external openness with technology maturity and government involvement. A survey of actors’ opinion complements the roadmaps analysis revealing the tendency for overinflatingexpectations. In addition, it suggestsroadmaps have a positive but limited impact on technology development. Policy implications include recommendations for managing the process of formation of visions and legitimacy of new technologies entering into upscaling.},

note = {see published article : https://doi.org/10.1016/j.rser.2018.09.035},

keywords = {},

pubstate = {published},

tppubtype = {online}

}

@online{Taylor2018,

title = {Data Justice and Singapore’s Smart Nation},

author = {Linnet Taylor and Shazade Jameson and Josh Bullock and Quynh Tu Hoang and Jeroen de Vos and Maarten van Gestel and Timo Nijssen and Olivia Dziwak and Kristoffer Rekve and Yoren Lausberg and Stefany Winona Santosa and Wen Yang and Giovanni Zenga},

editor = {The Digital Methods Initiative (DMI)},

url = {https://digitalmethods.net/Dmi/SingaporeSmartNation},

year  = {2018},

date = {2018-01-25},

urldate = {2018-01-25},

abstract = {We aimed to map the networks and key concepts involved in Singapore’s ‘Smart Nation’ initiative from the perspective of the Singaporean authorities, and to map and analyse the popular response to datafication.

We found that the authorities’ narrative is clear and replicated across multiple online sources. It is authored by a mixture of government and commercial actors and has strong resonance with international discourse on smart cities. It is principally hosted via Facebook and websites belonging to the government and its partners, and there is little engagement (regarding response/re-sharing) visible online from citizens.



We were able to map the official discourse quite quickly, but a widespread/critical counter-narrative was harder to find, draw out and analyse. We found that the visible critical response to the smart nation initiative revolves principally around functionality and efficiency (‘this does not work as promised’) and that there are no clearly visible public threads of discourse around rights or surveillance in relation to data. We found concerns with datafication mainly on local news sites and Reddit.



This analysis has mainly been used to help us to identify gaps and silences on the side of citizens. The social media sources with the highest penetration in Singapore carry the government narrative almost exclusively. Those with lower penetration have some responses from citizens, but in general, the public-facing component of the smart nation initiative is governmental.



Critical voices in relation to Singapore’s datafication are largely unavailable to remotely conducted digital methods. We conclude from our investigation that it is worth using digital methods to analyse the government narrative on datafication, but that researchers hoping to identify the alternative narratives should initially do so through ethnographic fieldwork and through that generate questions that are more amenable to digital methods.},

keywords = {},

pubstate = {published},

tppubtype = {online}

}

@online{Emambakhsh2018,

title = {From Hollywood to Bollywood, the rise of the #metoo movement in the Indian Twitter sphere},

author = {T. Emambakhsh and B. Da Fonseca Andreatta and C. Pan and S. Rico},

editor = {Medialab Science Po},

url = {https://fonio.medialab.sciences-po.fr/thinkdolphin/read/4004953c-4796-4a64-bbf9-962179684086?lang=en},

year  = {2018},

date = {2018-01-01},

urldate = {2018-01-01},

keywords = {},

pubstate = {published},

tppubtype = {online}

}

@online{Popille2017,

title = {La communication politique sur Instagram  Étude des candidats à l’élection présidentielle de 2017},

author = {Ophélie Popille},

url = {https://opheliepopille.files.wordpress.com/2017/07/mecc81moire.pdf},

year  = {2017},

date = {2017-07-11},

organization = {Master 2 NUMérique et Innovation (NUMI), Université Paris-Est Marne-la-Vallée},

abstract = {Les réseaux sociaux prennent de plus en plus de place dans la communication politique, notamment en période électorale.  Parallèlement, ces nouveaux moyens de communication peuvent bouleverser l’image publique des personnalités politiques. C’est pourquoi ce papier cherche à savoir de quelle manière s’établit la communication politique sur Instagram, qui combine à la fois l’image et le texte. Cela permettra ainsi de percevoir s’il existe ou non des divergences en fonction de la couleur politique des personnalités ou des points communs entre les comptes. Les analyses porteront sur les images postées, mais aussi les textes publiés pour les accompagner. L’étude se penche sur les comptes Instagram de candidats à l’élection présidentielle de 2017 qui détiennent un compte sur le réseau social : Nicolas Dupont-Aignan, Jean Lassalle, Marine Le Pen, François Fillon, Benoît Hamon, Emmanuel Macron et enfin, Jean-Luc Mélenchon.},

keywords = {},

pubstate = {published},

tppubtype = {online}

}

@online{Marín2017,

title = {La participación ciudadana desde las redes sociales: Plaza de España},

author = {Iván Villalba Marín },

url = {https://issuu.com/ivanvillalbam/docs/tfg_ivanvillalba},

year  = {2017},

date = {2017-06-05},

urldate = {2017-06-05},

organization = {Universidad Rey Juan Carlos},

abstract = {Estudio de datos georreferenciados extraídos de redes sociales como método complementario al análisis urbanístico tradicional y a las técnicas de la sociología urbana, utilizadas en participación ciudadana, para la optimización del planeamiento urbanístico. Este trabajo pretende desarrollar métodos para la caracterización de entornos urbanos y la identificación de elementos de interés mediante la exploración de las herramientas disponibles para la gestión y visualización de Big Data, que permiten el acercamiento de la minería de realidad a usuarios no expertos. Estos métodos alternativos son puestos en práctica para la evaluación de la información socio-espacial obtenida y su posterior comparación con los datos extraídos mediante herramientas tradicionales durante el proceso de consulta para la remodelación de la Plaza de España de Madrid.},

keywords = {},

pubstate = {published},

tppubtype = {online}

}

@online{Salatino​2016,

title = {How are topics born? Understanding the research dynamics preceding the emergence of new areas},

author = {Angelo A Salatino​ and Francesco Osborne and Enrico Motta},

url = {https://doi.org/10.7717/peerj-cs.119},

doi = {10.7717/peerj-cs.119},

year  = {2017},

date = {2017-01-01},

urldate = {2017-01-01},

journal = {PeerJ Computer Science},

abstract = {The ability to promptly recognise new research trends is strategic for many stakeholders, including universities, institutional funding bodies, academic publishers and companies. While the literature describes several approaches which aim to identify the emergence of new research topics early in their lifecycle, these rely on the assumption that the topic in question is already associated with a number of publications and consistently referred to by a community of researchers. Hence, detecting the emergence of a new research area at an embryonic stage, i.e., before the topic has been consistently labelled by a community of researchers and associated with a number of publications, is still an open challenge. In this paper, we begin to address this challenge by performing a study of the dynamics preceding the creation of new topics. This study indicates that the emergence of a new topic is anticipated by a significant increase in the pace of collaboration between relevant research areas, which can be seen as the ‘parents’ of the new topic. These initial findings (i) confirm our hypothesis that it is possible in principle to detect the emergence of a new topic at the embryonic stage, (ii) provide new empirical evidence supporting relevant theories in Philosophy of Science, and also (iii) suggest that new topics tend to emerge in an environment in which weakly interconnected research areas begin to cross-fertilise.},

keywords = {},

pubstate = {published},

tppubtype = {online}

}

@online{Mogoutov2012,

title = {The Digital Methods Initiative Summerschool 2012},

author = {Andrei Mogoutov and Jean-Philippe Cointet and Erik Borra and Michael Stevenson and Anne Helmond and Carolin Gerlitz and Richard Rogers and Natalia Sanchez and Tommaso Venturini and Marta Severo and Bernhard Rieder},

editor = {The Digital Methods Initiative (DMI)},

url = {https://digitalmethods.net/Dmi/Summerschool2012Presentations

https://digitalmethods.net/Dmi/Summerschool2012Schedule

https://digitalmethods.net/Dmi/Summerschool2012Workshops},

year  = {2012},

date = {2012-07-02},

urldate = {2012-07-02},

abstract = {The Digital Methods Initiative Summerschool 2012 workshops



Crawling & Scraping

The workshop serves as an introduction to two classic digital methods techniques for issue mapping and analysis. A discussion of the Issue Crawler and the Lippmannian device is followed by a short exercise in which we'll study the presence of skeptics among top sources of information related to climate change.



Tracking the Trackers

In this short workshop you will learn how to map the cookie ecology related to a set of websites using the DMI Tracker Tracker tool and Gephi. The Tracker Tracker tool was conceived at the Digital Methods Winterschool 2012 in January. It is build on top of the anti-tracking plugin www.ghostery.com and allows to identify the invisible web, devices that track user activities online and the services associated to them. In order to prepare for this workshop we recommend reading the related projects and materials listed below. Please download and install Gephi athttps://gephi.org/ before the workshop starts so you can also learn how to visualize your results.



CorText: Open Platform for Heterogeneous Data Collection, Analysis and Visualization

IFRIS Digital Platform has developed a powerful web based software solution to address the needs of social scientists conducting empirical studies in the fields of Media Studies, Science and Technology Studies and Digital Humanities. The software platform CorText is an open online service for heterogeneous data analysis, modeling and visualization. The platform has the ambition to provide powerful data mash-up capacities transforming various data sources to structured analytical database. CorText platform offers a large spectrum of analytical tools integrating methods and approaches coming from Data Mining, computational linguistics, dynamical systems modeling, (post-)network analysis.



Query Design & List Building

How does one build a source set? How does one identify key words? How to query the source sets for the key words?



Actor-Network Textual Analysis (ANTA)

Having its roots in the laboratories studies movement, actor-network theory has always had in ethnography its privileged research method. Still, at least in the words of its founders, ANT has always longed for a more quantitative grasp of its objects. Until recently all the attempts to devise an integrated methodology for actor-network text analysis were frustrated by the scarcity of text to be analyzed. A part from scientific literature and media discourses it was difficult to find large amount of digitized text to investigate. In the last few years, this bottleneck has been spectacularly removed by the advent of electronic media and of digital traceability. The deluge of digitized texts made available online by all sort of actors (institutions, individuals, associations, media, activists, scientists…) calls for new tools of analysis at the same time more user-friendly and more powerful. ANTA or Actor-Network Analyzer is one of such tools. It has been developed at Sciences Po médialab to offer social researchers a simple text-analysis toolkit attuned with the theoretical tenets of actor-network theory.



Working with Networks: Analysis and Visualization (Gephi)

Network analysis has become a common technique for working with various types of data. Especially the gephi graph analysis toolkit has made the method significantly more accessible by providing a relatively easy to use interface for exploring and visualizing graphs. This tutorial will introduce a number of basic concepts from graph theory and explicate them by showing how gephi allows us to work with them.},

keywords = {},

pubstate = {published},

tppubtype = {online}

}