scholarly journals The AI doctor will see you now: assessing the framing of AI in news coverage

AI & Society ◽  
2021 ◽  
Author(s):  
Mercedes Bunz ◽  
Marco Braghieri

AbstractOne of the sectors for which Artificial Intelligence applications have been considered as exceptionally promising is the healthcare sector. As a public-facing sector, the introduction of AI applications has been subject to extended news coverage. This article conducts a quantitative and qualitative data analysis of English news media articles covering AI systems that allow the automation of tasks that so far needed to be done by a medical expert such as a doctor or a nurse thereby redistributing their agency. We investigated in this article one particular framing of AI systems and their agency: the framing that positions AI systems as (1a) replacing and (1b) outperforming the human medical expert, and in which (2) AI systems are personified and/or addressed as a person. The analysis of our data set consisting of 365 articles written between the years 1980 and 2019 will show that there is a tendency to present AI systems as outperforming human expertise. These findings are important given the central role of news coverage in explaining AI and given the fact that the popular frame of ‘outperforming’ might place AI systems above critique and concern including the Hippocratic oath. Our data also showed that the addressing of an AI system as a person is a trend that has been advanced only recently and is a new development in the public discourse about AI.

2019 ◽  
Author(s):  
Eric Merkley

Overlooked in analyses of why the public often rejects expert consensus is the role of the news media. News coverage of expert consensus on general matters of policy is likely limited as a result of journalists’ emphasis in news production on novelty and drama at the expense of thematic context. News content is also biased towards balance and conflict, which may dilute the persuasiveness of expert consensus. This study presents an automated and manual analysis of over 280,000 news stories on ten issues where there are important elements of agreement among scientists or economists. The analyses show that news content typically emphasizes arguments aligned with positions of expert consensus, rather than providing balance, and only occasionally cites contrarian experts. More troubling is that expert messages related to important areas of agreement are infrequent in news content, and cues signaling the existence of consensus are rarer still.


Author(s):  
Maxwell Boykoff ◽  
Gesa Luedecke

During the past three decades, elite news media have become influential translators of climate change linking science, policy, and the citizenry. Historical trends in public discourse—shaped in significant part by elite media—demonstrate news media’s critical role in shaping public perception and the level of concern towards climate change. Media representations of climate change and global warming are embedded in social, cultural, political, and economic dimensions that influence individual-level processes such as everyday journalistic practices. Media have a strong influence on policy decision-making, attitudes, perspectives, intentions, and behavioral change, but those connections can be challenging to pinpoint; consequently, examinations of elite news coverage of climate change, particularly in recent decades, have sought to gain a stronger understanding of these complex and dynamic webs of interactions. In so doing, research has more effectively traced how media have taken on varied roles in the climate change debate, from watch dogs to lap dogs to guard dogs in the public sphere. Within these areas of research, psychological aspects of media influence have been relatively underemphasized. However, interdisciplinary and problem-focused research investigations of elite media coverage stand to advance considerations of public awareness, discourse, and engagement. Elite news media critically contribute to public discourse and policy priorities through their “mediating” and interpretative influences. Therefore, a review of examinations of these dynamics illuminate the bridging role of elite news coverage of climate change between formal science and policy, and everyday citizens in the public sphere.


2018 ◽  
Vol 4 (3) ◽  
pp. 205630511879772 ◽  
Author(s):  
Cornelius Puschmann ◽  
Alison Powell

Sentiment analysis is an increasingly popular instrument for the analysis of social media discourse. Sentiment scores seemingly represent an objective means of assessing the mood of social media users, consumers, and the public at large. Similar to other computational tools, sentiment analysis promises to reduce complexity and mitigate information overload, and to inform the decisions of marketers, pollsters, and scholars with reliable data. This article argues that the assumptions encoded into sentiment analysis as a method are accompanied by a number of constraints, both regarding its technical limitations (in terms of what sentiment analysis can and cannot accomplish) and conceptually (in terms of what the notion of sentiment implicitly represents), constraints which are often de-emphasized in public discourse. After providing an overview of its history and development in computer science as well as psychology and the social sciences, we turn to the role of sentiment as a currency in the attention economy. We then present a brief study of common framing of sentiment analysis in the news media, highlighting the expectations that exist regarding its analytical capabilities. We close by discussing the kind of conceptual work that takes place around computational methods such as sentiment analysis in specific cultural environments, highlighting their influence on the public imaginary.


AERA Open ◽  
2018 ◽  
Vol 4 (1) ◽  
pp. 233285841775169 ◽  
Author(s):  
Kevin Coe ◽  
Paul J. Kuttner

News media play a significant role in the education policy arena, informing the public about pressing issues and influencing how such issues are prioritized and understood. For this reason, researchers are increasingly raising concerns about how much attention news media give to education, which topics are covered, and how topics are addressed. In this article, the authors advance this growing body of research through a quantitative content analysis of the topics in national television news coverage of pre-K–12 (early childhood through high school) education in the United States over the past 35 years. The authors present their typology of education topics, providing a foundation for future research in this area, and analyze major trends. This article also serves as an introduction to a new data set: 2,322 abstracts, representing all substantial education news coverage from the three major evening news networks, included as an online appendix.


2017 ◽  
Vol 56 (4) ◽  
pp. 709-730 ◽  
Author(s):  
Laura A. M. Stewart

AbstractThe deconstruction of what is termed “the public sphere” in recent decades has resulted in an important shift in scholarly attention towards networks and forms of association. This article explores how greater sensitivity to the unstable and ephemeral nature of “publics,” combined with a stronger awareness of the role of cultural exchange, has undoubtedly enriched our understanding of early modern politics. Some analytical precision has, nonetheless, been lost. A justifiable emphasis on the artificiality of the territorial borders that have defined units of enquiry has occurred at the expense of deeper consideration of the cultural boundaries that dictated the terms on which people could participate in and shape public discourse. Study of the British archipelago can offer new ways of thinking about these problems. Linguistic and ethnic differences, the search for religious concord as well as the reality of confessional division, institutional variation, and the consequences of London's increasing dominance of the archipelago, are key facets of the reassessments undertaken here. The article concludes by reflecting on how interactions between varieties of “public” and other forms of association can nuance our understanding of early modern state formation.


2018 ◽  
Vol 43 (2) ◽  
pp. 152-170
Author(s):  
Ryan J. Phillips

This article examines the boundary work of frames and the methodological significance of understanding this work when conducting rhetorical framing analysis. While the boundary properties of frames have been theorized by scholars, there remains a lack of clear engagement with how to effectively address these discursive boundaries methodically. I argue that agenda-dismissal, which makes use of both prolepses and blind spots, ought to be addressed in addition to agenda-setting and agenda-extension when conducting rhetorical framing analysis. A case study is provided in which the rhetorical framing of vegan parenting in online news media is analyzed and critiqued for confining the issue within a dominant health-based frame. Strategies for dismantling discursive boundaries and reframing public issues are also considered within the context of the case study.


2021 ◽  
pp. 313-343
Author(s):  
Lena Maria Schaffer ◽  
Alessio Levis

AbstractEnergy transitions are based upon policy choices of sovereign nation states. Hence, politics plays a role in determining which policies governments implement and which sectors are targeted. Our chapter looks at the evolution of public discourse on energy policy as one important factor reflecting policy discussion and contestation within the political arena. Our descriptive and explorative analysis of the early public discourse in Swiss energy policy between 1997 and 2011 contributes to three main issues. First, it makes a case for the disaggregation of energy policy and its public perception to add to our understanding of energy transition pathways. We argue that looking at sectoral discourses as well as sectoral policy outputs allows for a more comprehensive understanding of the idiosyncrasies of Swiss energy policy regarding temporal as well as sectoral variation. Second, an increased politicization of energy policy may affect future policy choice, and thus any account on energy transition policy needs to scrutinize potential feedback effects from policies that manifest via policy discourse. Third, and on a more methodological stance, we argue that our approach to use news media as a representation of the public discourse via structural topic models can help to explore and explain the evolving national policy priorities regarding energy transition.


2018 ◽  
Vol 7 (1) ◽  
pp. 86-98
Author(s):  
Dionysia Mylonaki ◽  
Panagiotis Tigas

Computational censorship in the form of fake news and toxic comments regulation is a subject that comes up quite often in the public discourse, as a result of the volatile political circumstances on a global scale and due to the unquestionable impact of journalism on these circumstances. Public attention has been directed to the role of mainstream and other media in the formation of public opinion, either in the form of articles or in the form of usergenerated comments. The purpose is to analyse and allow a deeper understanding of a project that is under development, namely, computational-censorship and to show that algorithmic regulation is not a solution, but rather another layer to a more fundamental problem. This article examines the implicationsof developing Machine Leraning/Artificial Iintelligence (ML/AI) which aims to regulate the internet and we attempt to allow a glimpse into the technical aspect of the problem as a way to back arguments that could be re-jected by the ML/AI research community as “non-pragmatic”. Finally, it aims to highlight the absurdity of the current approach to research in this area, which is the exact opposite of the rationalism that the field claims to be embracing.


2020 ◽  
Vol 1 (2) ◽  
pp. 70-89
Author(s):  
Ahmad Yasid ◽  
Moh Juhdi

Abstract   Islam, religion of tolerance and love of peace is one of Habiburrahman El Shirazy’s, it is a study indicating the values ​​of love and tolerance of Islam in the modern public space area. This study used the underlying theory of the values ​​of love and tolerance as well as the role of Islam in modern times that has been developing in the public discourse that in the history of human civilization there are several things that must be understood that humans have the sense to differentiate between humans and other creatures. From this reason humans can do something to explore and explain things that are not known by others. The method that is used in data collection technique is documentation technique, because this study is descriptive qualitative. This study examines several things including the values of love and tolerance because accepting differences is a distinct pleasure for each particular societies in other words, not seeing other people as deviants or enemies but as partner to complement each other by having an equal position and equally valid and valuable as a way of managing life and living life both individually and collectively. Acceptance of differences demands changes in the legal rule in people's lives so that the role of religion in the modern public space area becomes a middle way to build diversity and a nature that must both appreciate and respect one another, this diversity is seen in the portrait of everyday life which then creates peace, and harmony in interacting with all elements of society.    


2020 ◽  
Vol 51 (4) ◽  
pp. 844-864
Author(s):  
Eric Linhart ◽  
Oke Bahnsen

The German electoral law to the federal parliament was reformed in 2011 and in 2013 . While political scientists have extensively evaluated consequences of these reforms, the role of the public discourse has been largely neglected . We analyze articles from three leading German newspapers (FAZ, SZ, Welt) on this topic and find the debate around the reforms to be dominated by parties and political institutions . Scientists, interest groups, and journalists have only played minor roles . Regarding content, the discourse largely focused on surplus seats, reform speed, and a proposal by the CDU/CSU‑FDP coalition government in 2011 . A broad public debate in which multiple social groups could participate has not taken place . From a normative perspective this is problematic since the lack of a public debate might have contributed to the poor quality of the reform’s result .


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