Sunday, August 20, 2017

Thoughts on Levitin's Weaponized Lies & A Field Guide to Lies - Good reads on how statistics can deceive

With great interest, I read Daniel Levitin's recent books "Weaponized Lies: How to Think Critically in the Post-Truth Era" and "A Field Guide to Lies: Critical Thinking in the Information Age." Both of these books give a good primer to deal with statistics, going over such things in detail such as Bayesian analysis in terms of a 2x2 table. Levitin also talks a bit about how people sort the truth by simply making false graphs with unlabeled axes or how there are more subtle aspects such as subtly changing the denominator (eg when talking about individuals versus families). Altogether I found these extremely useful reads. One thing that was a little troublesome to me was that they were fairly similar books. I think it does make sense for the author to repurpose his text into more current times where we talk about fake news and so forth but I still found the overlap between the two books disconcerting.



A Field Guide to Lies: Critical Thinking in the Information Age Hardcover – September 6, 2016
by Daniel J. Levitin
https://www.amazon.com/Field-Guide-Lies-Critical-Information/dp/0525955224/

Weaponized Lies: How to Think Critically in the Post-Truth Era Reprint Edition, Kindle Edition
by Daniel J. Levitin (Author)
https://www.amazon.com/Weaponized-Lies-Think-Critically-Post-Truth-ebook/dp/B01MS89ER7

Tags
https://linkstream2.gerstein.info/tag/weaponized0mg
https://linkstream2.gerstein.info/tag/fieldguide0mg

Sunday, August 13, 2017

Thoughts on the Sonnenburgs' Good Gut - Great combo of hardcore microbiome science & practical tips for your diet

I read with great enjoyment Justin and Erica Sonnenburg’s book, The Good Gut. This is a rare work that combines solid science with practical help on dieting and wellness. On the scientific front, the book provides information about the bacteria that live in our gut (the microbiome), how they were first discovered, and how various properties were ascribed to them. It talks about the process of digestion and how the bacteria in the gut feed on molecules that are indigestible in the framework of human metabolism, in particular long-chain oligosaccharides, and how they produce short-chain fatty acids (SCFAs), which we can combine with oxygen to get small amounts of energy from. Furthermore, the bacteria in the gut are very important for tuning our immune system; they are also connected, in a sense, to our nervous system and to making us feel good. The book gives practical strategies of how we can help these bacteria do their job better. In particular, it talks about the distinction between probiotics, prebiotics, and symbiotics, with the former consisting of bacteria (eg in yogurt), the second, the food to feed these bacteria (eg leafy vegetables), and the later being great combinations of these two – eg yogurt with an inulin-containing banana. Finally, it discusses how we can intelligently expose our children to microbes, for instance, by letting them play in the dirt (but still washing their hands after touching door knobs and handles that are exposed to urban germs). Altogether, I found this a great read that talks about hardcore science in a practical context.


The Good Gut: Taking Control of Your Weight, Your Mood, and Your Long-term Health
by Justin Sonnenburg (Author), Erica Sonnenburg (Author)
https://www.amazon.com/Good-Gut-Taking-Control-Long-term-ebook/dp/B00OZ0TOV2

Tags
https://linkstream2.gerstein.info/tag/goodgut0mg

Sunday, April 23, 2017

Fun things about liquids illustrated by simple kitchen mixtures of oil & water: hydrophobicity, diffusion, surface tension, &c

I did my PhD partially on liquids, analyzing the hydrophobic effect. Recently, I stumbled across an account describing simple things that you can do with home kitchen ingredients to illustrate properties of water and other liquids (see reference at bottom). The basic idea, of course, is just to mix oil and water in a container. However, there are many flourishes that you can easily add - for instance, you can add syrup (a very thick liquid) at the bottom, which forms a third layer separated to some degree from the water unless you vigorously mix it.

You can then put lots of things into this three-layer stack that go to the different characteristic layers depending upon the density -- for example, corks or toothpicks, which float to the very top, or blueberries, raspberries and some other vegetables, which go to the oil-water interface. Then there are things such as light plastic beads and pasta that go to the water-syrup layer. Finally, coins or metal objects sink to the bottom. Tightly crumpled paper vs a flat piece will also go to different levels, illustrating Archimedes'.

There are other neat things you can do such as pouring little bits of dye into the mixture and then watching it go through the oil and slowly mix with the water. Or even putting small amounts of salt in and watching them clump together and eventually pass through the oil before dissolving into the water. The differential aspects of pouring and mixing illustrate the physical concepts of diffusion and viscosity.

To some degree, one can also see the differences in surface tension of water and oil when one looks at objects at the oil/water boundary and also floating on top of the oil. The surface tension of the water is illustrated by the curved shape of the oil/water boundary (where the blueberry sits) in contrast to the top of the stack on the oil (where the cork or the duck sits).

Finally, if one leaves the preparation for enough time, the syrup mixes with the water. Of course, the oil and the water will stay separate. Eventually, if you wait long enough, you will see a small layer of bacteria at the interface, which is kind of interesting to watch grow, presumably getting considerable energy from the hydrocarbons in the oil.

Altogether a lot of fun: I have taken many pictures of the mixing and so forth and I would encourage people to do the same at home.

Pictures and Movies of the oil-water separation

Playful Separations: photos of oil-water mixtures in bottles, some with a 3rd layer and suspended objects (https://www.flickr.com/photos/mbgmbg/tags/seriesimscientist0mg2)

https://www.YouTube.com/playlist?list=PLG7nfiaFnr-OgodysasPGwH_6px430LVn and https://www.flickr.com/photos/mbgmbg/albums/72157679876202931
Time-lapses: at first fast; then slow to equilibrium

Related Post

http://blog.gerstein.info/2015/11/q-why-does-lemon-seed-in-sparkling.html

My Tags

imascientist, imascientist, iamascientist, imascientist0mg, imascientist0mg2, imscientist0mg2

Reference

Lisa Burke, http://www.amazon.com/Im-Scientist-Kitchen-DK-Publishing/dp/0756663075

Things illustrated

Diffusion and viscosity
Density
Viscosity and diffusion
Capillary Action and Surface Tension
Hydrophobic Effect
Archimedes' principle

Sunday, March 12, 2017

Thoughts on Harari's Sapiens: An encompassing history of humankind, with non-intuitive insights - eg on our post-Neolithic quality of life)

I read Yuval Noah Harari's Sapiens: A Brief History of Humankind with great interest. The book covers the broad arc of human history all the way from prehistory and prehumans to the current day. It gives one a good feeling for a lot of things that we take for granted in organizing modern life but which are of course essential. In particular, the book talks a lot about how important shared myths and ideas are with things such as what is a company, what is money and how important that is to structuring society? The book also has a fascinating take on a lot of key events in history. For instance, it does not necessarily portray the agricultural revolution and domestication of animals in an entirely positive light, pointing out that while it led to a huge population boom for humans, it made the average person much more miserable, much harder working and much more susceptible to diseases. Likewise, we have a very romantic view of the notion of domestication of animals, but in a sense, it is a cruel practice. While, of course, it led to a great multiplication of certain animal species, it provided individuals of each species a potentially awful life to live -- e.g., think of the cooped-up chicken. The book has further interesting discussions about energy and how we have been able to ever more efficiently extract it from the environment over time, culminating in the industrial and then atomic ages. There are further interesting views on colonization and so forth. Overall, I found this a great read and would highly recommend it.

Sapiens: A Brief History of Humankind (9780062316097): Yuval Noah Harari
https://www.amazon.com/Sapiens-Humankind-Yuval-Noah-Harari/dp/0062316095

Tags
https://linkstream2.gerstein.info/tag/sapiens

Sunday, February 19, 2017

Thoughts on Silver's Signal & the Noise - Easy-to-read tidbits on practical statistical prediction in many fields

I read Nate Silver's book "The Signal and the Noise" with great interest. The author is a renowned popular statistician who has become quite famous in the world of political forecasting. I was keen to see his insights more generally on predictions. The book gives a nice overview of statistical prediction in many contexts, far more than just in political science or economics. In fact, I was most interested in the sections on weather forecasting and earthquake prediction. The book talks about how weather forecasting was one of the earliest places where people tried to do prediction using computers -- doing it, in fact, through simulation of physical models. At this point they found out that the predictions did not work very well because of the complexity of simulating such complicated systems; the butterfly effect was discovered. However, Silver talks about how weather forecasting has grown into a very successful tool where people now routinely make predictions that are quite useful to much of the world's population yet the predictions are still quite statistical in nature. These powerful predictions come from fusing physical models with lots of real world data, collected through sensors and satellites orbiting the sky. This is in great contrast to what happens in earthquake prediction where in a sense one also has a similar situation of an underlying physical model but one cannot readily observe and collect data since most of the forces and factors in earthquake prediction happen far underground. There are many other predication realms that the book discusses in great detail and overall I would highly recommend this book to anyone interested in practical statistical prediction.

https://www.amazon.com/Signal-Noise-Many-Predictions-Fail-but/dp/0143125087
The Signal and the Noise: Why So Many Predictions Fail--but Some Don't
by Nate Silver

Friday, January 20, 2017

My response to the recent NIH data-sharing RFI: Consider the dynamic between DBs & journals, the cost of datasets, privacy, &c

I was very interested in the recent NIH data-sharing RFI (http://osp.od.nih.gov/content/nih-request-information-strategies-nih-data-management-sharing-and-citation). In the past I have written a number of pieces about the subject and below I summarize my response and list relevant references.


My Response


(1) The dynamic between databases and journals and between traditional reading and other forms of access should be considered (Reference Collection #1).
(2) There is a substantial cost in maintaining large data sets, both in terms of keeping up internet infrastructure (ie security) and the exponential scaling of data size and compute needs (ref. #2).
(3) The current journal publishing system should be updated to allow for computer parsing of papers and machine readable standards and to make the journal article more like a "mineable dataset" (ref #3).
(4) Sharing private, patient data is problematic; solutions may lie in the framework of a central NIH sponsored resource and in specialized data standards (ref #4).


Reference Collection #1


E-publishing on the Web: promises, pitfalls, and payoffs for bioinformatics.
M Gerstein (1999). Bioinformatics 15: 429-31.

Annotation of the human genome.
M Gerstein (2000). Science 288: 1590.

Blurring the boundaries between scientific 'papers' and biological databases
M Gerstein, J Junker (2002). Nature Yearbook of Science and Technology 210-212 (ed. D Butler, Palgrave Macmillan Publishers)

An analysis of the present system of scientific publishing: what's wrong and where to go from here
D Greenbaum, J Lim, M Gerstein (2003). Interdiscip Sci Rev 28:293-302

The Death of the Scientific Paper
Seringhaus M, Gerstein M (2006). The Scientist. 20(9): 25

Open access: taking full advantage of the content.
PE Bourne, JL Fink, M Gerstein (2008). PLoS Comput Biol 4: e1000037.

Reproducible Research: Addressing the need for data and code sharing in computational science
Yale Law School Roundtable on Data and Code Sharing (2010). Computing in Science & Engineering 12(5): 8-13 (Sept/Oct).


Reference Collection #2


Computer security in academia-a potential roadblock to distributed annotation of the human genome.
D Greenbaum, SM Douglas, A Smith, J Lim, M Fischer, M Schultz, M Gerstein (2004). Nat Biotechnol 22: 771-2.

Impediments to database interoperation: legal issues and security concerns.
D Greenbaum, A Smith, M Gerstein (2005). Nucleic Acids Res 33: D3-4.

Network security and data integrity in academia: an assessment and a proposal for large-scale archiving.
A Smith, D Greenbaum, SM Douglas, M Long, M Gerstein (2005). Genome Biol 6: 119.

The real cost of sequencing: scaling computation to keep pace with data generation.
P Muir, S Li, S Lou, D Wang, DJ Spakowicz, L Salichos, J Zhang, GM Weinstock, F Isaacs, J Rozowsky, M Gerstein (2016). Genome Biol 17: 53.


Reference Collection #3


Structured digital abstract makes text mining easy.
M Gerstein, M Seringhaus, S Fields (2007). Nature 447: 142.

Structured digital tables on the Semantic Web: toward a structured digital literature.
KH Cheung, M Samwald, RK Auerbach, MB Gerstein (2010). Mol Syst Biol 6: 403.

Manually structured digital abstracts: a scaffold for automatic text mining.
M Seringhaus, M Gerstein (2008). FEBS Lett 582: 1170.

Seeking a new biology through text mining.
A Rzhetsky, M Seringhaus, M Gerstein (2008). Cell 134: 9-13.

Getting started in text mining: part two.
A Rzhetsky, M Seringhaus, MB Gerstein (2009). PLoS Comput Biol 5: e1000411.


Reference Collection #4


Genomics and Privacy: Implications of the New Reality of Closed Data for the Field
D Greenbaum, A Sboner, X J Mu, M Gerstein (2011). PLoS Comput Biol 7: e1002278

The role of cloud computing in managing the deluge of potentially private genetic data.
D Greenbaum, M Gerstein (2011). Am J Bioeth 11: 39-41.

Proceed with Caution
D Greenbaum, M Gerstein (2013). The Scientist 27:26 (1 Oct.)

General Note on References


I've compiled the above various sub-collections from:

http://papers.gersteinlab.org/subject/epublishing
and
http://papers.gersteinlab.org/subject/privacy
and
http://papers.gersteinlab.org/papers/costseq2

Wednesday, December 21, 2016

Thoughts on Kondo's Life-Changing Magic of Tidying - Well-written work, but for a different group than practical scientists

I read Marie Kondo's book on tidying up (The Life-Changing Magic of Tidying: A simple, Effective Way to Banish Clutter Forever) with great interest. I am a confessed neat freak and certainly believe in saying that cleanliness is next to goodliness. I read the book looking for tips on how decluttering one's life up would really help improve one's efficiency and overall enjoyment. Unfortunately the book was a bit of a mismatch for me as it did not really provide all that much practical advice but rather was more of a set of exhortations urging people to be tidy and telling them the good that will come of it. It does not really get too much into practical minutiae of something that I would take home. However it is lucidly written and for a different group it would have been interesting.

The Life-Changing Magic of Tidying Up: The Japanese Art of Decluttering and Organizing (8601421528498): Marie Kondo: Books
http://www.amazon.com/Life-Changing-Magic-Tidying-Decluttering-Organizing/dp/1607747308