Gina-Maria Pöhlmann
Last Name
Pöhlmann
First name
Gina-Maria
Email
gina-maria.poehlmann@unisg.ch
13 results
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Item type:Publication, The Goldilocks Zone of Governing Technology: Leveraging Uncertainty for Responsible Quantum Practices(SAGE Publications, 2025-07-30); ;Philipp Hacker ;Léa Steinacker ;Aurelija LukosevicieneSurjo R. SoekadarEmerging technologies challenge conventional governance approaches, especially when uncertainty is not a temporary obstacle but a foundational feature as in quantum computing. This paper reframes uncertainty from a governance liability to a generative force, using the paradigms of quantum mechanics to propose adaptive, probabilistic frameworks for responsible innovation. We identify three interdependent layers of uncertainty—physical, technical, and societal—central to the evolution of quantum technologies. The proposed Quantum Risk Simulator (QRS) serves as a conceptual example, an imaginative blueprint rather than a prescriptive tool, meant to illustrate how probabilistic reasoning could guide dynamic, uncertainty-based governance. By foregrounding epistemic and ontological ambiguity, and drawing analogies from cognitive neuroscience and predictive processing, we suggest a new model of governance aligned with the probabilistic essence of quantum systems. This model, we argue, is especially promising for the European Union as a third way between laissez-faire innovation and state-led control, offering a flexible yet responsible pathway for regulating quantum and other frontier technologies.Type:journal articleJournal:Quantum Economics and Finance - Some of the metrics are blocked by yourconsent settings
Item type:Publication, Narratives on quantum technologies: a cross-domain analysis of media, business, and policy discourses(Cambridge University Press (CUP), 2025-12-23); ; ; Narratives shape public perceptions and policymaking around emerging technologies like quantum technologies (QTs), yet what narratives develop across different societal domains remains underexplored. This study analyzes narratives about QTs in 36 government documents, 163 business reports, and 2023 media articles published over the past 23 years, using a mixed-methods approach that combines topic modeling with qualitative thematic analysis. We find that the dystopian or utopian extremes associated with technologies such as artificial intelligence are largely absent from discourse about QTs. Media coverage tends to cover a broad range of topics, while business and government narratives emphasize technical milestones, economic competitiveness, and national security, frequently at the expense of questions about ethics, equity, and accessibility. We discuss the implications of this focus, particularly the risk that an emphasis on zero-sum geopolitical competition could foster a more closed and fragmented innovation ecosystem. Policy Significance Statement This study equips policymakers and industry leaders with evidence-based insights into the narratives that shape public perceptions of quantum technologies. An analysis of 2200+ documents reveals that while technical narratives dominate, geopolitical concerns are gaining ground, often at the expense of ethical considerations, especially in business and policy discourse. Unlike polarized debates on AI, quantum discourse remains cautiously optimistic but risks fostering innovation silos via "quantum race" framing. Our findings inform policy by (1) identifying governance gaps in current national quantum strategies, (2) demonstrating the need for inclusive innovation frameworks that address accessibility and equality, and (3) providing a replicable methodology for monitoring technology narratives across domains.Type:journal articleJournal:Data & PolicyVolume:8Scopus© Citations 2 - Some of the metrics are blocked by yourconsent settings
Item type:Publication, Quantum technologies and geopolitics: comparing parliamentary rhetoric(Springer Science and Business Media LLC, 2025-12-09); ; ; Quantum technologies are rapidly emerging as a strategic priority for global political powers. Yet little is known about how policymakers across countries perceive the security implications of quantum technologies, even though such perceptions shape policy priorities and public understanding of technological threats. Drawing on securitization theory, we analyze parliamentary speeches from 2010 to 2024 across Australia, the United Kingdom, the United States, the European Union, and Singapore. Using computational social science tools, including a novel method based on large language models to quantify security emphasis, we report on three principal findings. First, attention and security framing vary markedly across legislatures, with the United States showing the highest intensity, the United Kingdom a moderate pattern, and Australia comparatively muted security rhetoric despite frequent discussion. Second, security emphasis rises over time in every parliament studied. Third, highly securitized debates cluster around the topics of transitions to quantum-secure communication infrastructures, great-power competition and alliances (including AUKUS), and the regulation of cross-border capital, knowledge, and technology flows. The study contributes cross-national, longitudinal evidence on how quantum technologies are politicized.Type:journal articleJournal:EPJ Quantum TechnologyScopus© Citations 2 - Some of the metrics are blocked by yourconsent settings
Item type:Publication, When Politicians Talk AI: Issue‐Frames in Parliamentary Debates Before and After ChatGPTArtificial intelligence (AI) is increasingly recognized as a crucial issue in political discourse, yet comparative research on how political perspectives on AI vary across countries, particularly following ChatGPT's public debut, remains limited. This paper presents a cross-national analysis of AI framing in parliamentary debates, exploring their evolution from 2014 to 2024 in the US Congress, EU Parliament, Parliament of Singapore, and Swiss Federal Assembly. Grounded in framing theory and insights from comparative political economy, we assemble a novel data set of parliamentary speech transcripts and employ a mixed-methods approach, combining natural language processing with qualitative content analysis, to identify framing patterns. Our findings reveal a steep surge in AI discussions across all legislatures after ChatGPT's 2022 release, propelled predominantly by ethics and regulation concerns. We also identify distinct national priorities: the US emphasizes defense, Singapore links AI to economic innovation and workforce development, the EU focuses on ethical governance, and Switzerland shows limited but regulation-centric engagement. These divergences highlight how distinct national and geopolitical priorities shape local AI policy debates. We conclude with a discussion of implications for framing research amid technological disruption.Type:journal articleJournal:Policy & InternetVolume:17Issue:3Scopus© Citations 11 - Some of the metrics are blocked by yourconsent settings
Item type:Publication, Between Scylla and Charybdis: Navigating The Imagined Future Of Quantum Technologies For Healthcare(2026-06-01)While quantum sensors have been used in healthcare for a long time, new quantum technologies, such as computing and communication, are promised to advance the field in different ways. With the technologies still emerging, questions are being raised about their impact, who will benefit, and what unintended consequences may arise. This study, therefore, explores how quantum researchers and clinical physicians perceive the future of quantum technologies in healthcare using the concept of vanguard visions. 27 semi-structured interviews uncovered four prominent perspectives, that offered cautiously optimistic visions of the technologies’ feasibility. The vanguards highlight the importance of effective science communication to mitigate hype, to pinpoint use cases where quantum provides real benefits over classical systems, and to foster ecosystems that are driven by cross-disciplinary collaboration to ensure more holistic developments. Stakeholders emphasize the wish for public infrastructure and joint developments to avoid monopolies and guarantee fair access to healthcare.Type:conference paper - Some of the metrics are blocked by yourconsent settings
Item type:Publication, Decoding Policy Narratives: A Topic Modeling Approach to National Quantum Technology Strategies(2025-01-06); ; ; ; Lea SteinackerQuantum technology (QT) is potentially crucial for future technological and economic progress. However, we do not know much about the specific narratives and topics in national QT policies, despite their importance in shaping quantum approaches and progress around the world and in ensuring responsible development. We address this issue from the perspective of narrative policy analysis combined with computational topic modeling. Our research investigates policy documents from 23 countries, which we analyze using BERTopic modeling and the Narrative Policy Framework (NPF). The results show that national QT policies focus primarily on technological leadership for security and economic prosperity, assessing technological readiness, and, to a lesser extent, commercialization and societal impacts. We discuss the broader implications of these findings for guiding policy makers, researchers and stakeholders in aligning QT developments with societal needs and fostering international collaboration.Type:conference paperJournal:Hawaii International Conference on System Sciences 2025 - Some of the metrics are blocked by yourconsent settings
Item type:Publication, When Politicians Talk AI: Issue Frames in Parliamentary Debates Before and After ChatGPT(2025-06-13); ; ; Artificial intelligence is increasingly recognized as a crucial issue in political discourse, yet there is limited comparative research on how political perspectives on AI differ across countries, particularly in the wake of ChatGPT’s public release. This paper presents a cross-national analysis of how AI is framed in parliamentary debates, examining how discussions have evolved from 2014 to 2024 in the United States, the European Union, Singapore, and Switzerland. We collect a novel dataset of official parliamentary speech transcripts and employ a mixed-methods approach that combines natural language processing techniques with qualitative analysis to identify and compare framing patterns. Our findings show not only a considerable increase in attention to AI in all four regions, particularly with respect to ethics and regulation following the release of ChatGPT, but also distinct framing patterns that reflect country-specific AI priorities and governance approaches. This analysis offers insights into the global dynamics of AI policy discourse, highlighting common trends as well as divergent approaches, which are shaped by local contexts across different political systems.Type:conference paper - Some of the metrics are blocked by yourconsent settings
Item type:Publication, An integrated view of Quantum Technology? Mapping Media, Business, and Policy Narratives(2025-01-06); ; ; ; Lea SteinackerNarratives play a vital role in shaping public perceptions and policy on emerging technologies like quantum technology (QT). However, little is known about the construction and variation of QT narratives across societal domains. This study examines how QT is presented in business, media, and government texts using thematic narrative analysis. Our research design utilizes an extensive dataset of 36 government documents, 165 business reports, and 2,331 media articles published over 20 years. We employ a computational social science approach, combining BERTopic modeling with qualitative assessment to extract themes and narratives. The findings show that public discourse on QT reflects prevailing social and political agendas, focusing on technical and commercial potential, global conflicts, national strategies, and social issues. Media articles provide the most balanced coverage, while business and government discourses often overlook societal implications. We discuss the ramifications for integrating QT into society and the need for well-informed public discourse.Type:conference paper - Some of the metrics are blocked by yourconsent settings
Item type:Publication, Narratives from Commercial, Business-Focused, Industrial Reports and Articles on Quantum Technology(2024); ; ;Léa SteinackerQuantum technology is a rapidly developing field with potential impacts on several industries. While the discourse on the business and commercial aspects of quantum technology can profoundly affect its development, this domain remains insufficiently examined. Our study uses BERTopic, a new topic modeling method based on transformers that captures word relationships and contexts, to extract and analyze topics from a large corpus of industry reports and papers written in English on the business and commercial aspects of quantum technology. We supplement topic modeling with sentiment and emotion analysis also using transformerbased models for greater insights on the discourse. The analysis shows narratives dominated by a sense of urgency and competition, with terms like "quantum advantage" and "quantum supremacy" being frequently used, and a generally neutral or optimistic tone in sentiment and emotion analysis. While we observe a current lack of effective metaphors and critical perspectives on quantum technology, there are some emerging topics, such as "Quantum Ethics" and "Sustainability Climate Change", that reflect the evolution of the discourse. Our work demonstrates the potential of transformer-based models for content analysis and can inform managers and stakeholders of relevant narratives to make informed, responsible decisions about quantum technology.Type:conference paper - Some of the metrics are blocked by yourconsent settings
Item type:Publication, Setting the Quantum Agenda: How international Media shapes the Narratives of Quantum Technology Narratives of Quantum Technology(2024-12-18); ; ; ; Lea SteinackerNews coverage can influence public perception and adoption of technologies. To investigate how media covers quantum technology, an emerging technology of the 21st century, we analyzed 2,331 news articles from the US, UK, China, and India – nations at the forefront of this industry. Using BERTopic modeling and sentiment analysis, we identified six narratives containing 54 topics. Overall, news focused on quantum computing, while other technological aspects like quantum cryptography were less prevalent. Over time, a notable shift from a societal and scientific discourse to political and economic discussions was observed. This development emphasizes narratives about national strategies, commercialization, and global politics and competition, highlighting the growing rivalry, especially between the US and China. Moreover, regional sentiments varied, with more positive news coverage in Chinese and Indian media compared to the Western counterparts. These insights are vital for stakeholders directing the future of quantum technologies.Type:conference paperJournal:International Conference on Information Systems