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Papers citing Big data need big theory too

  1. Blue Chips and White Collars: Whose Data Science Is It?

    Harvard Data Science Review · 2021

    Seliem El-Sayed, Barbara Prainsack

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  2. Review of Deep Learning Algorithms in Computational biochemistry

    Journal of Physics Conference Series · 2021

    Nezar Ismet Sino, Rabah Nory Farhan, Mohammed E. Seno

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  3. Towards Accountability for Machine Learning Datasets: Practices from Software Engineering and Infrastructure

    ACM Conference on Fairness, Accountability, and Transparency (FAccT) · 2021

    Ben Hutchinson, Andrew Smart, Alex Hanna, Emily Denton, Christina Greer, Oddur Kjartansson, Parker Barnes, Margaret Mitchell

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  4. Pandemic Drugs at Pandemic Speed: Infrastructure for Accelerating COVID-19 Drug Discovery with Hybrid Machine Learning- and Physics-based Simulations on High Performance Computers

    arXiv (Cornell University) · 2021

    Agastya P. Bhati, Shunzhou Wan, Dario Alfè, Austin Clyde, Mathis Bode, Tan, Li, Mikhail Titov, André Merzky, Matteo Turilli, Shantenu Jha, Roger Highfield, Walter Rocchia, Nicola Scafuri, Sauro Succi, Kranzlm\"uller, Dieter, Gerald B. Mathias, David Wifling, Yann Donon, Alberto Di Meglio, Sofia Vallecorsa, Heng Ma, Anda Trifan, Arvind Ramanathan, Tom Brettin, Alexander Partin, Fangfang Xia, Xiaotan Duan, Rick L. Stevens, Peter V. Coveney

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  5. The imperative of physics-based modeling and inverse theory in computational science

    Nature Computational Science · 2021

    Karen E. Willcox, Omar N. Ghattas, Patrick Heimbach

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  6. When we can trust computers (and when we can't)

    Philosophical Transactions of the Royal Society A Mathematical Physical and Engineering Sciences · 2021

    Peter V. Coveney, Roger Highfield

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  7. Is Computational Oceanography Coming of Age?

    Bulletin of the American Meteorological Society · 2021

    Thomas W. N. Haine, Renske Gelderloos, Miguel Angel Jimenez-Urias, Ali Hasan Siddiqui, Gerard Lemson, Dimitri Medvedev, Alexander S. Szalay, Ryan Abernathey, Mattia Almansi, Christopher Hill

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  8. Risk management focusing on the best practices of data security systems for healthcare

    International Journal of Innovation · 2021

    Fábio Martins Dias, Mauro Luiz Martens, Sônia Francisca Monken, Luciano Ferreira da Silva, Ernesto D.R. Santibañez González

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  9. Artificial Intelligence in Drug Design: Algorithms, Applications, Challenges and Ethics

    Future Drug Discovery · 2021

    Alya A. Arabi

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  10. Combinatorial enumeration of stereo, chiral and position isomers of polysubstituted halocarbons: applications to machine learning of proton and 35Cl NMR spectroscopy of halocarbons

    Theoretical Chemistry Accounts · 2021

    K. Balasubramanian

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  11. Scaling digital twins from the artisanal to the industrial

    Nature Computational Science · 2021

    Steven Niederer, Michael S. Sacks, Mark Girolami, Karen E. Willcox

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  12. Futures-oriented drugs policy research: Events, trends, and speculating on what might become

    International Journal of Drug Policy · 2021

    Tim Rhodes, Kari Lancaster

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  13. Relevance in the Renormalization Group and in Information Theory

    Physical Review Letters · 2021

    Amit Gordon, Aditya Banerjee, Maciej Koch-Janusz, Zohar Ringel

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  14. Data Analysis will not Result in Knowledge Production about Sepsis

    Indian Journal of Critical Care Medicine · 2021

    Sriram Sampath

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  15. Integrating explanation and prediction in computational social science

    Nature · 2021

    Jake M. Hofman, Duncan J. Watts, Susan Carleton Athey, Filiz Garip, Thomas L. Griffiths, Jon M. Kleinberg, Helen Zerlina Margetts, Sendhil Mullainathan, Matthew Salganik, Simine Vazire, Alessandro Vespignani, Tal Yarkoni

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  16. Ensembles Are Required to Handle Aleatoric and Parametric Uncertainty in Molecular Dynamics Simulation

    Journal of Chemical Theory and Computation · 2021

    Maxime Vassaux, Shunzhou Wan, Wouter N. Edeling, Peter V. Coveney

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  17. The machine-learned radii of atoms

    Computational and Theoretical Chemistry · 2021

    Tymofii Yu. Nikolaienko, Л. А. Булавін

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  18. A Reflection on Learning from Data: Epistemology Issues and Limitations

    arXiv (Cornell University) · 2021

    Ahmad Hammoudeh, Sara Tedmori, Nadim Obeid

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  19. Snapshot Wisconsin: networking community scientists and remote sensing to improve ecological monitoring and management

    Ecological Applications · 2021

    Philip A. Townsend, John D. J. Clare, Nanfeng Liu, Jennifer L. Stenglein, Christine Anhalt‐Depies, Timothy R. Van Deelen, Neil A. Gilbert, ADITYA KUMAR SINGH, Karl J. Martin, Benjamin Zuckerberg

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  20. Computational studies of protein–drug binding affinity changes upon mutations in the drug target

    Wiley Interdisciplinary Reviews Computational Molecular Science · 2021

    Ran Friedman

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  21. Theory, evidence, policy, and practice of medicine

    Medical Journal Armed Forces India · 2021

    Prakash SS

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  22. A fast and efficient deep learning procedure for tracking droplet motion in dense microfluidic emulsions

    Philosophical Transactions of the Royal Society A Mathematical Physical and Engineering Sciences · 2021

    Mihir Durve, Fabio Bonaccorso, Andrea Montessori, Marco Lauricella, Adriano Tiribocchi, Sauro Succi

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  23. Why Probability isn’t Magic

    Foundations of Science · 2021

    Fabio Rigat

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  24. Artificial Intelligence, Chaos, Prediction and Understanding in Science

    International Journal of Bifurcation and Chaos · 2021

    Miguel A. F. Sanjuán

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  25. Why can we detect lianas from space?

    bioRxiv (Cold Spring Harbor Laboratory) · 2021

    Marco D. Visser, Matteo Detto, Félicien Meunier, Jin Wu, Jane R. Foster, David C. Marvin, Peter M. van Bodegom, Boris Bongalov, Matheus Henrique Nunes, David A. Coomes, Hans Verbeeck, J. Antonio Guzmán Q., Arturo G. Sánchez-Azofeifa, Chris J. Chandler, Geertje M. F. van der Heijden, Doreen S. Boyd, Giles M. Foody, Mark E. J. Cutler, Eben North Broadbent, Shawn Paul Serbin, Stefan A. Schnitzer, M. Elizabeth Rodríguez‐Ronderos, Frank J. Sterck, José A. Medina‐Vega, S. W. Pacala

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  26. Personalization of medical treatments in oncology: time for rethinking the disease concept to improve individual outcomes

    The EPMA Journal · 2021

    Mariano Bizzarri, Valeria Fedeli, Noemi Monti, Alessandra Cucina, Maroua Jalouli, Saleh Hamad Alwasel, Abdel Halim Harrath

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  27. Miasmas, mental models and preventive public health: some philosophical reflections on science in the COVID-19 pandemic

    Interface Focus · 2021

    Trisha Greenhalgh

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  28. The COVID-19 pandemic: when science collided with politics, culture and the human imagination

    Interface Focus · 2021

    Roger Highfield

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  29. Digital medicine and the curse of dimensionality

    npj Digital Medicine · 2021

    Visar Berisha, Chelsea Krantsevich, P. Richard Hahn, Shira Hahn, Gautam Dasarathy, Pavan K. Turaga, Julie Liss

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  30. Rapid Bayesian Inference for Expensive Stochastic Models

    Journal of Computational and Graphical Statistics · 2021

    David James Warne, Ruth E. Baker, Matthew J. Simpson

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  31. Statistical Physics through the Lens of Real-Space Mutual Information

    Physical Review Letters · 2021

    Doruk Efe Gökmen, Zohar Ringel, Sebastian D. Huber, Maciej Koch-Janusz

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  32. Artificial intelligence applications in radiotherapy

    Venue not supplied by source · 2022

    Petros Kalendralis

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  33. Chemistry

    Springer eBooks · 2022

    Colin Bird, Jeremy Graham Frey

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  34. Complexity and Integration

    European studies in philosophy of science · 2022

    Raffaella Campaner

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  35. Digital Health Research and Health Data Pools

    Munich studies on innovation and competition · 2022

    Giulia Schneider

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  36. Personalized Treatments: Where Patient’s History and Biological Background Meet

    Human perspectives in health sciences and technology · 2022

    Mariano Bizzarri, Andrea Pensotti, Alessandra Cucina, Noemi Monti, Valeria Fedeli

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  37. Philosophy of Computing

    Philosophical studies series · 2022

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  38. Zero Sales Resistance: The Dark Side of Big Data and Artificial Intelligence

    Cyberpsychology Behavior and Social Networking · 2022

    Giuseppe Riva, Brenda K. Wiederhold, Sauro Succi

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  39. Hybrid modeling: towards the next level of scientific computing in engineering

    Journal of Mathematics in Industry · 2022

    Stefan Kurz, Herbert De Gersem, Armin Galetzka, Andreas Klaedtke, Melvin Liebsch, Dimitrios Loukrezis, Stephan Russenschuck, Manuel Schmidt

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  40. Artificial intelligence in the field of economics

    Scientometrics · 2022

    Steve J. Bickley, Ho Fai Chan, Benno Torgler

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  41. Large Scale Study of Ligand–Protein Relative Binding Free Energy Calculations: Actionable Predictions from Statistically Robust Protocols

    Journal of Chemical Theory and Computation · 2022

    Agastya P. Bhati, Peter V. Coveney

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  42. A Unified Neural Network Framework for Extended Redundancy Analysis

    Psychometrika · 2022

    Ranjith Vijayakumar, Ji Yeh Choi, Eun Hwa Jung

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  43. Machine Learning in Computational Chemistry

    Venue not supplied by source · 2022

    David Kuntz

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  44. Análisis y diseño de técnicas de preprocesamiento de instancias escalables para problemas no balanceados en Big Data

    Venue not supplied by source · 2022

    María José Basgall

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  45. Foreword to the Special Issue in honour of Prof. Luigi Preziosi “Nonlinear mechanics: The driving force of modern applied and industrial mathematics”

    International Journal of Non-Linear Mechanics · 2022

    Chiara Giverso, Alfio Grillo, Giuseppe Saccomandi

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  46. On the Integration of Fundamental Knowledge about Degradation Processes into Data-Driven Diagnostics and Prognostics Using Theory-Guided Data Science

    PHM Society European Conference · 2022

    Simon Hagmeyer, Peter Zeiler, Marco F. Huber

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  47. Machine learning, artificial intelligence, and chemistry: How smart algorithms are reshaping simulation and the laboratory

    Pure and Applied Chemistry · 2022

    David Kuntz, Angela K. Wilson

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  48. MRI-Based Digital Models Forecast Patient-Specific Treatment Responses to Neoadjuvant Chemotherapy in Triple-Negative Breast Cancer

    Cancer Research · 2022

    Chengyue Wu, Angela M. Jarrett, Zijian Zhou, Nabil A. Elshafeey, Beatriz Elena Adrada, Rosalind P. Candelaria, Rania M. M. Mohamed, Medine Böge, Lei Huo, Jason B. White, Debu Tripathy, Vicente Valero, Jennifer Keating Litton, Clinton Yam, Jong Bum Son, Jingfei Ma, Gaiane Margishvili Rauch, Thomas E. Yankeelov

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  49. Exploring the potential of in silico machine learning tools for the prediction of acute Daphnia magna nanotoxicity

    Chemosphere · 2022

    Surendra Balraadjsing, Willie J.G.M. Peijnenburg, Martina G. Vijver

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  50. Experimental radiation oncology. A real evolution towards a precision therapy?

    Annals of Research in Oncology · 2022

    Luigi Pirtoli, Marcella Barbarino, R. Giannicola, Pierpaolo Correale, V. Nardone

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