Maarten van Smeden on Twitter. (n.d.). Twitter. Retrieved October 18, 2020, from https://twitter.com/MaartenvSmeden/status/1316423658106216454

Martin, G. P., Sperrin, M., & Sotgiu, G. (2020). Performance of Prediction Models for Covid-19: The Caudine Forks of the External Validation. European Respiratory Journal. https://doi.org/10.1183/13993003.03728-2020

COVID-19 and the Labor Market. (n.d.). IZA – Institute of Labor Economics. Retrieved October 11, 2020, from https://covid-19.iza.org/publications/dp13753/

Goldman Offers Less-Dire View of Pandemic’s U.S. Economic Damage. (2020, October 7). Bloomberg.Com. https://www.bloomberg.com/news/articles/2020-10-07/goldman-offers-less-dire-view-of-pandemic-s-u-s-economic-damage

Thomas, K., & Rabin, R. C. (2020, October 4). Trump’s Treatment Suggests Severe Covid-19, Medical Experts Say. The New York Times. https://www.nytimes.com/2020/10/04/health/trump-covid-treatment.html

Wilkinson, Jack, Kellyn F. Arnold, Eleanor J. Murray, Maarten van Smeden, Kareem Carr, Rachel Sippy, Marc de Kamps, et al. ‘Time to Reality Check the Promises of Machine Learning-Powered Precision Medicine’. The Lancet Digital Health 0, no. 0 (16 September 2020). https://doi.org/10.1016/S2589-7500(20)30200-4.

A pandemic is no time to cut the European Research Council’s funding. (2020). Nature, 585(7825), 323–324. https://doi.org/10.1038/d41586-020-02620-x

BBC Radio 4—The Life Scientific, Neil Ferguson on modelling Covid-19. (n.d.). BBC. Retrieved September 26, 2020, from https://www.bbc.co.uk/programmes/m000mt0h

Beware comforting lies about a “herd immunity” Covid-19 strategy. Here’s why it’s dangerous – Professor Devi Sridhar. (n.d.). Retrieved September 25, 2020, from https://www.scotsman.com/news/opinion/columnists/covid-19-herd-immunity-strategy-flawed-until-we-have-coronavirus-vaccine-professor-devi-sridhar-2981017

Saad-Roy, C. M., Wagner, C. E., Baker, R. E., Morris, S. E., Farrar, J., Graham, A. L., Levin, S. A., Mina, M. J., Metcalf, C. J. E., & Grenfell, B. T. (2020). Immune life history, vaccination, and the dynamics of SARS-CoV-2 over the next 5 years. Science. https://doi.org/10.1126/science.abd7343

Adam Kucharski on Twitter. (n.d.). Twitter. Retrieved September 22, 2020, from https://twitter.com/AdamJKucharski/status/1307231588732764161

Report 13—Estimating the number of infections and the impact of non-pharmaceutical interventions on COVID-19 in 11 European countries. (n.d.). Imperial College London. Retrieved September 18, 2020, from http://www.imperial.ac.uk/medicine/departments/school-public-health/infectious-disease-epidemiology/mrc-global-infectious-disease-analysis/covid-19/report-13-europe-npi-impact/

Is the 4C Mortality Score fit for purpose? Some comments and concerns. (2020). https://www.bmj.com/content/370/bmj.m3339/rr-3

If rich countries monopolize COVID-19 vaccines, it could cause twice as many deaths as distributing them equally. (n.d.). Retrieved September 17, 2020, from https://news.northeastern.edu/2020/09/14/if-rich-countries-monopolize-covid-19-vaccines-it-could-cause-twice-as-many-deaths-as-distributing-them-equally/

COVID-19. (n.d.). Retrieved September 7, 2020, from https://covid19.healthdata.org/united-states-of-america?view=total-deaths&tab=trend

COVID Projections Tracker. (n.d.). Retrieved September 7, 2020, from https://www.covid-projections.com/

Team, I. C.-19 F., & Hay, S. I. (2020). COVID-19 scenarios for the United States. MedRxiv, 2020.07.12.20151191. https://doi.org/10.1101/2020.07.12.20151191

Clifford, S., Quilty, B. J., Russell, T. W., Liu, Y., Chan, Y.-W. D., Pearson, C. A. B., Eggo, R. M., Endo, A., Group, C. C.-19 W., Flasche, S., & Edmunds, W. J. (2020). Strategies to reduce the risk of SARS-CoV-2 re-introduction from international travellers. MedRxiv, 2020.07.24.20161281. https://doi.org/10.1101/2020.07.24.20161281

9 top real estate and proptech investors: Cities and offices still have a future. (n.d.). TechCrunch. Retrieved September 7, 2020, from https://social.techcrunch.com/2020/09/03/9-top-real-estate-and-proptech-investors-cities-and-offices-still-have-a-future/

Hoogeveen, S., Sarafoglou, A., & Wagenmakers, E.-J. (2020). Laypeople Can Predict Which Social-Science Studies Will Be Replicated Successfully: Advances in Methods and Practices in Psychological Science. https://doi.org/10.1177/2515245920919667

Traczyk, J., Fulawka, K., Lenda, D., & Zaleskiewicz, T. (n.d.). Consistency in probability processing as a function of affective context and numeracy. Journal of Behavioral Decision Making, n/a(n/a). https://doi.org/10.1002/bdm.2206

Kermack–McKendrick theory. (2020). In Wikipedia. https://en.wikipedia.org/w/index.php?title=Kermack%E2%80%93McKendrick_theory&oldid=951835485

Trump Rally Hands Scientists a Test Case for Superspreader Event. (2020, June 18). Bloomberg.Com. https://www.bloomberg.com/news/articles/2020-06-18/trump-rally-gives-scientists-a-new-virus-laboratory

Boston, 677 Huntington Avenue, & Ma 02115 +1495‑1000. (2020, March 4). Coronavirus (COVID-19): Press Conference with Marc Lipsitch, 03/04/20. News. https://www.hsph.harvard.edu/news/features/coronavirus-covid-19-press-conference-with-marc-lipsitch-03-04-20/

The Deep Dive with John Lettieri: What Adam Ozimek thinks about remote work, regional divergence, and the crisis facing American small businesses. (n.d.). American Enterprise Institute - AEI. Retrieved July 4, 2020, from https://www.aei.org/multimedia/the-deep-dive-what-adam-ozimek-thinks-about-remote-work-regional-divergence-and-the-crisis-facing-american-small-businesses/

Emanuel, E. J., & Offit, P. A. (2020, June 8). Opinion | Could Trump Turn a Vaccine Into a Campaign Stunt? The New York Times. https://www.nytimes.com/2020/06/08/opinion/trump-coronavirus-vaccine.html

Stix, G. (n.d.). Zoom Psychiatrists Prep for COVID-19’s Endless Ride. Scientific American. Retrieved June 9, 2020, from https://www.scientificamerican.com/article/zoom-psychiatrists-prep-for-covid-19s-endless-ride1/

Spinney, L. (2020, May 31). Covid-19 expert Karl Friston: “Germany may have more immunological ‘dark matter.’” The Observer. https://www.theguardian.com/world/2020/may/31/covid-19-expert-karl-friston-germany-may-have-more-immunological-dark-matter

How network science models can predict the next stages of the COVID-19 pandemic. (n.d.). Retrieved June 10, 2020, from https://news.northeastern.edu/2020/05/14/how-network-science-models-can-predict-the-next-stages-of-the-covid-19-pandemic/

https://twitter.com/DiseaseEcology/status/1275595167936868352

katherine_chen. (2020, June 17). PMO | National Broadcast by PM Lee Hsien Loong on 7 June 2020 [Text]. Prime Minister’s Office Singapore; katherine_chen. http://www.pmo.gov.sg/Newsroom/National-Broadcast-PM-Lee-Hsien-Loong-COVID-19

R/BehSciMeta—Introducing “Horizon Scanning”—A new scibeh.org activity. (n.d.). Reddit. Retrieved June 11, 2020, from https://www.reddit.com/r/BehSciMeta/comments/h0xhv8/introducing_horizon_scanning_a_new_scibehorg/

Adelani, D. I., Kobayashi, R., Weber, I., & Grabowicz, P. A. (2020). Estimating community feedback effect on topic choice in social media with predictive modeling. EPJ Data Science, 9(1), 1–23. https://doi.org/10.1140/epjds/s13688-020-00243-w

Blokland, I. V. van, Lanting, P., Ori, A. P., Vonk, J. M., Warmerdam, R. C., Herkert, J. C., Boulogne, F., Claringbould, A., Lopera-Maya, E. A., Bartels, M., Hottenga, J.-J., Ganna, A., Karjalainen, J., Study, L. C.-19 cohort, Initiative, T. C.-19 H. G., Hayward, C., Fawns-Ritchie, C., Campbell, A., Porteous, D., … Franke, L. H. (2020). Using symptom-based case predictions to identify host genetic factors that contribute to COVID-19 susceptibility. MedRxiv, 2020.08.21.20177246. https://doi.org/10.1101/2020.08.21.20177246

News, A. B. C. (n.d.). Getting COVID-19 and the flu at the same time: What are the risks? ABC News. Retrieved September 2, 2020, from https://abcnews.go.com/Health/covid-19-flu-time-risks/story?id=72520950

r/BehSciResearch—New research project on managing disagreement. (n.d.). Reddit. Retrieved July 27, 2020, from https://www.reddit.com/r/BehSciResearch/comments/hwjm0w/new_research_project_on_managing_disagreement/

Sridhar, D. (2020, June 11). Is the worst of the pandemic behind us? Here’s what scientists know | Devi Sridhar. The Guardian. https://www.theguardian.com/commentisfree/2020/jun/11/pandemic-scientists-second-wave-coronavirus

ScD, N. N. A. (2020, June 11). A Guide to Understanding Pandemic Predictions. Medium. https://elemental.medium.com/a-guide-to-understanding-pandemic-predictions-8ae3439b8224

Menni, C., Valdes, A. M., Freidin, M. B., Sudre, C. H., Nguyen, L. H., Drew, D. A., ... & Visconti, A. (2020). Real-time tracking of self-reported symptoms to predict potential COVID-19. Nature Medicine, 1-4.

Allen, M. (n.d.). Cellphone Data Shows How Las Vegas Is “Gambling With Lives” Across the Country. ProPublica. Retrieved August 24, 2020, from https://www.propublica.org/article/cellphone-data-shows-how-las-vegas-is-gambling-with-lives-across-the-country?token=e_IIJeE3oY9zIykeZdUxxAunfmrN8x1-

Rose. (n.d.). The Very Big Sick. Flash Forward. Retrieved August 26, 2020, from https://www.flashforwardpod.com/2018/07/03/the-big-death/

Sajadi, M. M., Habibzadeh, P., Vintzileos, A., Shokouhi, S., Miralles-Wilhelm, F., & Amoroso, A. (2020). Temperature, Humidity and Latitude Analysis to Predict Potential Spread and Seasonality for COVID-19 (SSRN Scholarly Paper ID 3550308). Social Science Research Network. https://doi.org/10.2139/ssrn.3550308

Because language is an isomorphic mapping to the world, learning to predict language means you're learning to predict patterns that occur in the world.

Whitney R. Robinson on Twitter: “1/ An #EpiTwitter 🧵 about theory... https://t.co/rSjfkHG21r” / Twitter. (n.d.). Twitter. Retrieved August 18, 2020, from https://twitter.com/WhitneyEpi/status/1295522551892971520

Auerbach, A. J., Gorodnichenko, Y., & Murphy, D. (2020). Fiscal Policy and COVID19 Restrictions in a Demand-Determined Economy (Working Paper No. 27366; Working Paper Series). National Bureau of Economic Research. https://doi.org/10.3386/w27366

Shi, W., Wang, L., & Qin, J. (2020). Extracting user influence from ratings and trust for rating prediction in recommendations. Scientific Reports, 10(1), 13592. https://doi.org/10.1038/s41598-020-70350-1

Manski, C. F. (2020). Bounding the Predictive Values of COVID-19 Antibody Tests (Working Paper No. 27226; Working Paper Series). National Bureau of Economic Research. https://doi.org/10.3386/w27226

Lin, P. Z., & Meissner, C. M. (2020). A Note on Long-Run Persistence of Public Health Outcomes in Pandemics (Working Paper No. 27119; Working Paper Series). National Bureau of Economic Research. https://doi.org/10.3386/w27119

COVID Recovery Dashboard. Retrieved from https://goodjudgment.io/covid-recovery/#1363 on 12/08/2020

Collins, G. S., & Wilkinson, J. (n.d.). Statistical issues in the development a COVID-19 prediction models. Journal of Medical Virology, n/a(n/a). https://doi.org/10.1002/jmv.26390

Should Contact Bans Be Lifted in Germany? A Quantitative Prediction of Its Effects. COVID-19 and the Labor Market. (n.d.). IZA – Institute of Labor Economics. Retrieved August 8, 2020, from https://covid-19.iza.org/publications/dp13151/

Naudé. W., (2020). Artificial Intelligence against COVID-19: An Early Review. Institute of Labor Economics. Retrieved from: https://covid-19.iza.org/publications/dp13110/

It's common in speech coding (e.g. a vocoder) to rely on a thing that reconstructs the 'meaning' of a signal by predicting its 'full' representation.

This act of predicting then is also a form of compressing, by predicting the full representation from its lossy analogue you require less bandwidth to transmit messages just like if you'd used a non-stochastic compression technique.

Exponential-​Growth Prediction Bias and Compliance with Safety Measures in the Times of COVID-19. COVID-19 and the Labor Market. (n.d.). IZA – Institute of Labor Economics. Retrieved August 5, 2020, from https://covid-19.iza.org/publications/dp13257/

Introducing JASP 0.11: The Machine Learning Module. (2019, September 24). JASP - Free and User-Friendly Statistical Software. https://jasp-stats.org/2019/09/24/introducing-jasp-0-11-the-machine-learning-module/

Radicchi, F., & Bianconi, G. (2020). Epidemic plateau in critical SIR dynamics with non-trivial initial conditions. ArXiv:2007.15034 [Cond-Mat, Physics:Physics, q-Bio]. http://arxiv.org/abs/2007.15034

BBC Radio 4—The Political School, Episode 1. (n.d.). BBC. Retrieved August 2, 2020, from https://www.bbc.co.uk/programmes/m000kv6v

Atkeson, A. (2020). How Deadly Is COVID-19? Understanding The Difficulties With Estimation Of Its Fatality Rate (Working Paper No. 26965; Working Paper Series). National Bureau of Economic Research. https://doi.org/10.3386/w26965

Martin, G., Hanna, E., & Dingwall, R. (2020). Face masks for the public during Covid-19: An appeal for caution in policy [Preprint]. SocArXiv. https://doi.org/10.31235/osf.io/uyzxe

Pârvulescu, R. A. (2020). Engineering Your Judiciary, or How the COVID Crisis Won’t Go To Waste. https://doi.org/10.31235/osf.io/yrtfb

Barton, C. M., Alberti, M., Ames, D., Atkinson, J.-A., Bales, J., Burke, E., Chen, M., Diallo, S. Y., Earn, D. J. D., Fath, B., Feng, Z., Gibbons, C., Hammond, R., Heffernan, J., Houser, H., Hovmand, P. S., Kopainsky, B., Mabry, P. L., Mair, C., … Tucker, G. (2020). Call for transparency of COVID-19 models. Science, 368(6490), 482.2-483. https://doi.org/10.1126/science.abb8637

Díaz, R., & Cova, F. (2020, April 14). Moral values and trait pathogen disgust predict compliance with official recommendations regarding COVID-19 pandemic in US samples. https://doi.org/10.31234/osf.io/5zrqx

Gelfand, M., Jackson, J. C., Pan, X., Nau, D., Dagher, M. M., & Chiu, C. (2020, April 1). Cultural and Institutional Factors Predicting the Infection Rate and Mortality Likelihood of the COVID-19 Pandemic. https://doi.org/10.31234/osf.io/m7f8a

Dr. Maarten van Smeden (2020, May 11). Understanding the statistics of the coronavirus. Universiteit Utrecht. https://www.sg.uu.nl/video/2020/06/understanding-statistics-coronavirus

Galloway, S. (n.d.). NYU professor Scott Galloway predicts hundreds of universities will shutter, possibly for good, if they reopen in the fall. Business Insider. Retrieved July 20, 2020, from https://www.businessinsider.com/scott-galloway-colleges-must-cut-costs-to-survive-covid-2020-7

Benedictus. L., (2020). Independent SAGE’s estimated death rate is too high. Full Fact. Retrieved from: https://fullfact.org/health/independent-sage-27000/

Grabar, H. (2020, April 17). Nothing About New York’s Outbreak Was Inevitable. Slate Magazine. https://slate.com/business/2020/04/coronavirus-new-york-city-outbreak-blame.html

Kulu, H., & Dorey, P. (2020). Infection Rates from Covid-19 in Great Britain by Geographical Units: A Model-based Estimation from Mortality Data [Preprint]. SocArXiv. https://doi.org/10.31235/osf.io/84f3e

Kay, Cameron Stuart. ‘Predicting COVID-19 Conspiracist Ideation from the Dark Tetrad Traits’, 14 July 2020. https://doi.org/10.31234/osf.io/j3m2y.

Bouffanais, R., & Lim, S. S. (2020). Cities—Try to predict superspreading hotspots for COVID-19. Nature, 583(7816), 352–355. https://doi.org/10.1038/d41586-020-02072-3

Bogliacino, F., codagnone, cristiano, Montealegre, F., Folkvord, F., Gómez, C. E., Charris, R. A., Liva, G., Villanueva, F. L., & Veltri, G. A. (2020). Negative shocks predict change in cognitive function and preferences: Assessing the negative affect and stress hypothesis in the context of the COVID-19 pandemic and the lockdown mitigation strategy [Preprint]. SocArXiv. https://doi.org/10.31235/osf.io/qhkf9

John Cochrane on COVID 19 and re-opening the economy. (n.d.). Retrieved June 14, 2020, from https://www.youtube.com/watch?v=H6sSvqD9Xsw

Q&A: Modelling COVID-19. (n.d.). Retrieved June 25, 2020, from https://www.youtube.com/watch?v=HUKC8Wq2a0k

Modelling the Spread of the Virus. (n.d.). Retrieved June 20, 2020, from https://www.youtube.com/watch?v=H0smYXTa31g&feature=youtu.be

Parag. K. V., Donnelly. C. A., (2020) Using information theory to optimise epidemic models for real-time prediction and estimation. PLOS. Retrieved from https://journals.plos.org/ploscompbiol/article?id=10.1371/journal.pcbi.1007990

Gopinath. G., (2020) IMF: New predictions suggest a deeper recession and a slower recovery. World Economic Forum. Retrieved from: https://www.weforum.org/agenda/2020/06/imf-lockdown-recession-covid19-coronavirus-economics-recession

Brooks, H. Z., Kanjanasaratool, U., Kureh, Y. H., & Porter, M. A. (2020). Disease Detectives: Using Mathematics to Forecast the Spread of Infectious Diseases [Preprint]. SocArXiv. https://doi.org/10.31235/osf.io/mvn9z

Darren L Dahly, PhD on Twitter: “Share this with whoever needs to hear it: ‘risk factors’, even strong ones that are robustly identified, are almost never useful for making actionable predictions, especially when considered in isolation. TLDR: [Big OR] does not equal [Good, Useful, or Easy Decision]” / Twitter. (n.d.). Twitter. Retrieved July 11, 2020, from https://twitter.com/statsepi/status/1249680569463721984