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Multivariate methods that relate outcomes to risk factors have been adopted clinically to individualize treatment. This has promoted the belief that individuals have a true or unique risk. The logic of assigning an individual a single risk…

Quantitative Methods · Quantitative Biology 2010-01-15 Ralph H. Stern

The information fusion field has recently been attracting a lot of interest within the scientific community, as it provides, through the combination of different sources of heterogeneous information, a fuller and/or more precise…

Information Theory · Computer Science 2025-10-28 Raúl Gutiérrez , Víctor Rampérez , Horacio Paggi , Juan A. Lara , Javier Soriano

We study the societal impact of pseudo-scientific assumptions for predicting the behavior of people in a straightforward application of machine learning to risk prediction in financial lending. This use case also exemplifies the impact of…

Computers and Society · Computer Science 2025-07-25 Bruno Scarone , Ricardo Baeza-Yates

Overconfidence is a prevalent problem and particularly consequential in its relation with scientific knowledge: being unaware of one`s own ignorance can affect behaviours and threaten public policies and health. We introduce both analytical…

In natural phenomena, data distributions often deviate from normality. One can think of cataclysms as a self-explanatory example: events that occur almost never, and at the same time are many standard deviations away from the common…

Machine Learning · Computer Science 2022-12-16 Nuno Costa , Nuno Moniz

Is speculative mathematics dangerous? Recent interactions between physics and mathematics pose the question with some force: traditional mathematical norms discourage speculation, but it is the fabric of theoretical physics. In practice…

History and Overview · Mathematics 2016-09-06 Arthur Jaffe , Frank Quinn

Many published research results are false, and controversy continues over the roles of replication and publication policy in improving the reliability of research. Addressing these problems is frustrated by the lack of a formal framework…

Other Statistics · Statistics 2015-08-27 Richard McElreath , Paul E. Smaldino

It is no secret that many projects fail, regardless of the business sector, software projects are notoriously disaster victims, not necessarily because of technological failure, but more often due to their uncertainties. The threats…

Software Engineering · Computer Science 2014-12-12 Marcelo Marinho , Suzana Sampaio , Telma Lima , Hermano Moura

The document provides an overview of financial climate risks. It delves into how climate change impacts the global financial system, distinguishing between physical risks (such as extreme weather events) and transition risks (stemming from…

General Economics · Economics 2024-04-12 Victor Cardenas

Many see modern science as having serious defects, intellectual, social, moral. Few see this as having anything to do with the philosophy of science. I argue that many diverse ills of modern science are a consequence of the fact that the…

History and Philosophy of Physics · Physics 2011-03-11 Nicholas Maxwell

Artificial Intelligence (AI) is progressing rapidly, and companies are shifting their focus to developing generalist AI systems that can autonomously act and pursue goals. Increases in capabilities and autonomy may soon massively amplify…

There is great uncertainty about future climate conditions and the appropriate policies for managing interactions between the climate and the economy. We develop a multidimensional computational model to examine how uncertainties and risks…

Economics · Quantitative Finance 2015-04-30 Yongyang Cai , Kenneth L. Judd , Thomas S. Lontzek

Scientists in some fields are concerned that many, or even most, published results are false. A high rate of false positives might arise accidentally, from shoddy research practices. Or it might be the inevitable result of institutional…

Physics and Society · Physics 2020-03-03 Alexander J. Stewart , Joshua B. Plotkin

We explore a paradox of collective action and certainty in science wherein the more scientists research together, the less that work contributes to the value of their collective certainty. When scientists address similar problems and share…

Physics and Society · Physics 2024-06-11 Eamon Duede , James Evans

Some attack scientific rationality, others defend it, but both miss the point. What both parties take to be scientific rationality is actually a species of irrationality masquerading as scientific rationality. The current orthodox…

History and Philosophy of Physics · Physics 2020-01-29 Nicholas Maxwell

Currently, deep learning has been utilised to tackle several difficulties in our everyday lives. It not only exhibits progress in computer vision but also constitutes the foundation for several revolutionary technologies. Nonetheless,…

Computer Vision and Pattern Recognition · Computer Science 2025-09-17 Li Kun , Milena Radenkovic

FuturICT foundations are social science, complex systems science, and ICT. The main concerns and challenges in the science of complex systems in the context of FuturICT are laid out in this paper with special emphasis on the Complex Systems…

Adaptation and Self-Organizing Systems · Physics 2015-06-04 Maxi San Miguel , Jeffrey H. Johnson , Janos Kertesz , Kimmo Kaski , Albert Díaz-Guilera , Robert S. MacKay , Vittorio Loreto , Peter Erdi , Dirk Helbing

Communication of scientific knowledge beyond the walls of science is key to science's societal impact. Media channels play sizable roles in disseminating new scientific ideas about human health, economic welfare, and government policy as…

Physics and Society · Physics 2025-11-12 Yang Yang , Tanya Tian , Brian Uzzi , Benjamin Jones

RL is increasingly being used to control robotic systems that interact closely with humans. This interaction raises the problem of safe RL: how to ensure that a RL-controlled robotic system never, for instance, injures a human. This problem…

Machine Learning · Computer Science 2023-02-03 Jack R. P. Hanslope , Laurence Aitchison

In this paper, we take a fresh look at three Popperian concepts: riskiness, falsifiability, and truthlikeness (or verisimilitude) of scientific hypotheses or theories. First, we make explicit the dimensions that underlie the notion of…

History and Philosophy of Physics · Physics 2021-07-30 Leander Vignero , Sylvia Wenmackers