For those keeping up, you may remember that I spent the summer in Kenya, working with a team extracting blood samples from camels, cows, goats and sheep. We were in contact with all of these animals on almost a daily basis. We weren’t wearing any protection at all, but it’s inconceivable to wear a full hazmat suit while taking blood from goats in a Maasai community. You’d get laughed out of town.
My days right now are running in a fairly predictable pattern. I wake up, feel pretty good, eat breakfast and drink some coffee. At about 10-11 a.m. I begin to feel dizzy, sweat somewhat, a low grade fever kicks in and a horrible taste develops in my mouth. My peripheral vision is limited and I have trouble focusing on distant objects. It gets progressively worse throughout the day, but improves before dinner. After dinner, I feel worse than before. I’m positive that the brunt of the physical symptoms are associated with anemia. It’s like a low grade malaria.
The psychological effects are fascinating. Again, in the morning, I feel fine. As the day progresses, I am less and less able to string coherent sentences together (not that I’m good at it in the best of times), lose thoughts in mid sentence and can’t remember important vocabulary words. I’m stuck in an existential funk where the thought of tomorrow is dark, I’ve forgotten the past and the present isn’t all that meaningful. I often find myself staring into space and time passes quickly.
Though I have no other negative physical effects and am able to leave the house and move around, I’m finding this incredibly debilitating. Even writing this blog post is a challenge.
From the pathogen’s standpoint, this situation is ideal. It doesn’t immediately kill the host, and the bacteria tends to incubate in cells so that it can avoid the body’s immune response. If I were a herd animal, eating and defecating in the same space, I would be able to transmit for, conceivably, the rest of my life. The low grade anemia keeps the animal mobile, yet impedes its ability to evade predators, allowing transmission to occur from herbivorous ungulates to carnivorous animals.
Again, because the bacteria hides out in cells, it’s a bear to kill. I have two months of two types of antibiotics to look forward to, both with different schedules and dietary requirements. One causes awful nightmares (doxycycline).
If left untreated brucellosis can include abscesses in the joints, spinal problems, blindness and inflammation of the testicles. It is anecdotally associated with elevated rates of suicide in veterinarians. I’m wondering how much chronic brucellosis there is in pastoralist communities in Sub-Saharan Africa. The burden must be quite severe.
This is going to be rough, but it’s better than a lifetime of these symptoms. I’m certainly finding this scientifically interesting, though I will be happy to have it gone for good.
I think that rather than ask whether humans are “more important than other species,” we have to explore the human-nature dichotomy itself. Unfortunateley, discussions on environmental issues seem to start from an assumption that one exists. These discussions, which put humans at odds with nature, generally lose me on three points (though, again, this is not my field of expertise):
1) The intense focus on large mammals. If we are going to convince ourselves that “nature’s” needs are more important than our own (or simply worth considering) we have to eliminate the idea of a hierarchy of species and consider all living things as equally important. It often seems that conversations become less holistic and more mammal-centric. Given that we are mammals and hard wired to like cute and furry things (particularly those small and weak), this is to be expected. However, the urge to protect things like ourselves makes it impossible for humans to objectively rank the importance of living things.
How often do you hear about people screaming to save snakes? Perhaps it happens and I just don’t hear about it. Clearly, big furry animals are an easy sell.
2) The idea that “species” are distinct entities, the number of which needs to be maximized at any cost. Preserving more species is seen as a goal, when in fact, the word itself is not uncontroversial. “Species” is a rough and artificial concept created by humans to assist in our understanding of the world. Even scientists can’t agree on what a species is, given that the situation that determines how a species is defined differs by type of animal and context (and history).
Take the Zebra, which comes in three main flavors, though I’ll focus on two. The Grevy zebra is Equus grevyi and the plains zebra is Equus quagga, different “species” by classification, but able to breed with one another and create offspring which are able to reproduce. The two “species” are distinct from one another only in superficial morphological features (stripes and size) and behavior.
Gravy’s, though genetically indistinct from plains zebras, are listed as endangered, which gives them certain benefits and allows Kenya (for example) to legally restrict grazing for Maasai goat herders, with the support of international groups. It’s a simplistic example, but it makes little sense to me to ask that humans make sacrifices based on a flawed concept of what makes a “species.” It also makes little sense to create policy which impacts the lives of Africans based on a false paradigm created by 19th century Europeans (“Gravy” was a French President). Yet, here we are.
An aside, but I often think that people really believe that “species,” particularly large mammals, are individuals with distinct personalities and collective thought patterns. From the animals’ standpoint, extinction isn’t an issue. Rhinos don’t hold regular meetings and worry collectively about extinction. Individual rhinos are merely concerned with eating enough grass and mating when necessary.
3) The concept that nature is a fragile and static entity which would be ultimately benefit from our non-existence. This stems from traditional dichotomies of “man” and “nature” where man operates in his (male) world and nature operates in an entirely separate and unchanged sphere. In the West, this goes all the way back to Genesis. It is a simplistic and useless concept and does more harm than good.
Nature is a dynamic and constantly changing system of which we are one part. We create nature “reserves” which are thought to “preserve” the “natural” state of “nature” but even these are artificial, human constructed spaces, as we have dictated the location and killed all our large wildlife. We approach them are “preserves”, but forget that we have altered the system (by, for example killing the wolves or cutting all the pine trees in Michigan). Thus, arguing for the “preservation” of nature is somewhat disingenuous, since even by advocating for what part of nature needs to be preserved, we are writing its rules.
The question of whether the world would be better or worse off without us is fairly moot since humans are defining the terms of “better” and “worse.” Moreover, from the German cockroach’s (Blattella germanica) standpoint or the Black rat (Rattus rattus), humans could be considered a great thing as we tend to migrate and take our pests with us. If it could, Plasmodium falciparum should worship us like a God, since it wouldn’t exist without us.
I don’t see man as separate from nature. For better or for worse, we are a part of it. But after we have run our course, the world will go on without us. “Nature,” however it may be defined, has shown itself to be a tough beast in the past. Even if the entire planet became desertized (is that a word?), life would continue to exist. One day, with or without us, all life on Earth will cease to exist.
The most salient questions should revolve around how our environmental impacts affect our long term survival for humans. Focusing on our own needs is the only sustainable strategy (though I despise the word).
Policy makers in the US and Europe seized on the paper as proof that cutting stimulus and social programs was a good idea, and proceeded to do so with abandon. Of course, right wingers wanted to cut money to social programs anyway, and would have done so regardless, but the paper was held out as scientific proof that it was a solid plan of action.
I won’t comment on how strange it was that Republicans were interested in science at all, given recent efforts to politicize the NSF and micromanage the grant decision process.
The trouble was that the results presented in RR were shown to be based on the selective use of data. Thomas Herndon, a 28-year-old graduate student, obtained the dataset from RR themselves and couldn’t reproduce the results.
In fact, he found that the only way to accurately reproduce the results in RR’s paper that showed that high debt restrained economic growth was to exclude important cases. When including the missing data, high debt was associated with consistently positive growth, though modestly slowed.
Originally, I took the view that this was a case of sloppy science. RR had a dataset, got some results which fit the narrative they were pushing and didn’t pursue the matter any further. Reading Herndon’s paper, however, I changed my mind.Herdon took the data and did what any analyst would do when starting exploratory analysis, he plotted it (see figure on the right). Debt to GDP ratios and growth are both continuous measures. We can do a simple scatterplot and see if there’s any evidence that would suggest that the two things are related.
To me, this is a pretty fuzzy result. Though the loess curve (an interpolation method to illustrate trend) suggest that there is *some* decline in growth overall, I’d still ding any intro stats student for trying to suggest that there’s any relationship at all. There is no way that RR, both trained PhD’s and likely having the help of a paid research assistant, didn’t produce such a plot.
Noting that the loess curve drops past approximately 120%, I calculated the median growth for each country represented. Only 7 countries have had debt to GDP ratios greater than 120% in the past 60+ years: Australia, Belgium, Canada, Japan, New Zealand, the UK and the United States. Out of these only two had (median) negative growth: Belgium (-.69%, effectively zero) and the United States (-10.94%), which has only had a debt to GDP greater than 120% one time. All other countries has positive growth under high debt, even beleaguered Japan. New Zealand can even claim a strong 9.8% growth under high debt. The US, then, is a major outlier, possibly bringing the entire curve down.
As this doesn’t fit their story, RR’s solution was to categorize debt to GDP ratios into five rough classifications, and calculate the mean growth within each group. This is a common trick to extract results from bad data. It’s highly tempting for researchers (and epidemiologists do it far too often), but a bad idea to present it without all the caveats and warnings that should go with it.
I’m not surprised that ideologues such as RR would be so keen to produce the result they did. After all, they published the popular economics work “This Time Is Different: Eight Centuries of Financial Folly” where they try to suggest that budget policy of the US in 2013 should somehow be informed by the economy of 14th century Spain.
I am, however, surprised that reviewers let this pass. If I would have been a reviewer, I would have:
1) pointed out the problems of categorization, where data doesn’t require it
2) noted that categorizing the data (or even plotting it) tears out temporal correlation. For example, one data point from 2008 (stimulus) may be put in the high debt category, but another from 2007 (crash) in the low debt category. While budgets of one year may have little to do with the budget of another, the economy of one year is likely related to the economy of the previous year.
3) questioned the causal mechanisms behind debt and growth. This is obviously a deep question for economists (and not epidemiologists), but of particular import. When does the economy start to react to debt? I’m pretty sure that there is a lag effect as spending bills tend to space disbursements over the course of the fiscal year.
The RR debacle should be a lesson, not only to economists, but to all scientists. While we may always be under pressure to produce results and hope that those results fit and support whatever position we take, shoddy methods don’t get us off the hook. In RR’s case, I would call this fabrication. A good many studies are merely guilty of wishful thinking, but the chance always exists that someone will come out of the woodwork and expose our flaws. After all, that’s what science is all about.
A couple of weeks ago, I attended a lecture on network analysis where the investigators analyzed popular political books on Amazon.com.
Amazon lists not only information on the book but also the titles, in order of purchasing frequency, of other books that customers may have purchased. The researchers here were able to identify left leaning and right leaning books by examining the purchasing habits of Amazon customers.
Decibel “is America’s only monthly extreme music magazine” and has been in publication since 2004. Every year, they publish the titles of the 40 best metal records of the year, according to their review staff.
Here is 2012′s list:
40 Gojira – L’Enfant Sauvage
39 Meshuggah – Koloss
38 Agalloch – Faustian Echoes EP
37 The Shrine – Primitive Blast
36 Incantation – Vanquish In Vengeance
35 Samothrace – Reverence To Stone
34 Devin Townsend Project – Epicloud
33 Panopticon – Kentucky
32 Saint Vitus – LILLIE: F-65
31 Mutilation Rites – Empyrean
30 Author & Punisher – Urus Americanus
29 A Life Once Lost – Ecstatic Trance
28 Asphyx – Deathhammer
27 Farsot – Insects
26 Gaza – No Absolute For Human Suffering
25 Inverloch – Dark/Subside
24 Swans – The Seer
23 Horrendous – The Chills
22 Killing Joke – MMXII
21 Early Graves – Red Horse
20 Liberteer – Better To Die On Your Feet Than Live On Your Knees
19 High On Fire – De Vermis Mysteriis
18 Napalm Death – Utiltarian
17 Torche – Harmonicraft
16 Grave – Endless Procession Of Souls
15 Satan’s Wrath – Galloping Blasphemy
14 Testament – Dark Roots Of Earth
13 Cattle Decapitation – Monolith Of Inhumanity
12 Blut Aus Nord – 777: Cosmosophy
11 Municipal Waste – The Fatal Feast
10 Pig Destroyer – Book Burner
09 Paradise Lost – Tragic Idol
08 Royal Thunder – CVI
07 Enslaved – Riitiir
06 Neurosis – Honor Found In Decay
05 Pallbearer – Sorrow and Extinction
04 Witchcraft – Legend
03 Evoken – Atra Mors
02 Baroness – Yellow & Green
01 Converge – All We Love We Leave Behind
I looked all of these records on Amazon. For each of them, I noted which of the others were in the first 12 titles that were purchased with it, creating a 40 by 40 adjacency matrix where rows (i) and columns (j) represented records. For each entry, a zero was noted where the customer which purchased the i-th record did not purchase the j-th record, and a one where they did.
I found that many of the records on the list were purchased with one another. The most common record purchased in combination with another on the list was Neurosis‘ “Honor Found in Decay.” Fifteen of the other records on this Top 40 were purchased with “Honor Found in Decay.”
In network terms, the Degree of this record would be 15. Pallbearer’s “Sorrow and Extinction” had a degree of 11, Royal Thunder’s “CVI” and Blut Aus Nord’s “777: Cosmosophy” both had a degree of 9.
The network of Decibel’s Top 40 looks like this:
You can see that some records get purchased with other records more than others. The size of the dots represent the degree of the record.
Now, I did some cluster analysis on the data, looking for related groups of records within the network. Using R, I produced the following dendrogram:
There are two major clusters, each with its own subcluster (dendrograms are hierarchical). One includes Converge, Neurosis, Pallbearer Royal Thunder, Evoken and Inverloch with a subcluster including only the first four. These are all bands that might be expected to be purchased with one another. The other big one includes all the rest. Main clusters are designated by color.
I found one containing the three entries for Baroness, Municipal Waste and Napalm Death, very different bands. I’m truly not sure why those three would be in a cluster together (is the cluster is based on lonliness in the network?).
Anyway, I’m done, but glad I got any results at all. I’ll let readers (especially metal fans!) interpret the results.
I had one of those odd old man moments today where I’m watching a squirrel run up a tree. It goes half way up the tree in a split second, stops, then decides there’s nothing to run from after all. It then spends the next 10 seconds trying to get down. In short, the squirrel can climb a tree in a tenth the time it takes to get down. I realize this is a pretty silly observation.
Humans, too, are really good at running up hills, but terrible at getting down them. I remember climbing Mt. Mulanje in Malawi once. Going up was no problem at all. Getting down was dangerous as hell.
We pull better than we push, see right in front of ourselves better than beside ourselves, and have an easier time thinking of the concerns of a few proximal people, than a vast numbers of people who live far away. The latter, obviously, has important implications for global policy.
All of these things, though, are remnants of our evolutionary past and make complete sense when put in the context of our humble, though dangerous, beginnings. Arising in the savannahs of Kenya, humans would have been easy prey for all sorts of predators. When faced with a lion or hyena, a reasonable strategy is to run up the nearest tree and wait for the threat to pass. Thus, getting up the tree is critical for survival, particularly for children. Importantly, if they are eaten before they reproduce, the survival of the species is in question. Better climbers are survivors who are able to pass their climbing abilities on to their own children.
Getting down from the tree, of course, is not critical to survival. Thus, we can take our sweet time clumsily trying to get down, live and be able to pass our clumsy genes on to our children. So threats create effective adaptations and the lack of threat creates useless ones. The same is true for eyesight. Humans, as predatory omnivores, benefit from being able to focus on their prey while hunting, especially when they have the unique ability to run long distances while they wait for their prey (which likely has a serious head start) to tire out.
The Kericho region of Kenya is famous for producing long distance runners. I wonder if they maintained a particular hunting strategy that the Europeans or Asians no longer required.
Of interest to me is why humans might be so clan centric. It has been shown that humans are able to feel empathy for individuals close to them, but have a hard time imagining the sufferings of millions of unfamiliar people. This limitation, of course, allows us to wage wars far from home, and maintain indifference toward the millions living in poverty around the world.
Again, there are evolutionary roots here. Humans, being pack animals are adapted to be concerned about their immediately family and pack members, particularly children. This is important to survival. When any member of the group is threatened, all must be ready to ward off the threat, and protect children, who pass on similar traits to their children. A group of people indifferent to those aorund them would die out quickly. We are poor fighters on our own.
We have lived only in small groups until very recently. Thus, we never formed a need to be concerned with anyone else besides those closest to us. This state of having to care about the welfare of millions (or billions) is entirely new. We haven’t yet adjusted to it, though we make noble attempts. It is possible that we may never fully develop the ability to feel the pain of billions, unless something comes along and starts wiping out those who don’t. If that happened, we’d probably all be dead, though.
I had never thought of the problems of global policy in terms of evolutionary behavior. I guess, I have the squirrel to thank.
First, there is no such thing as a “Monsanto Protection Act” anymore than there is any such thing as “Obamacare.” This is a term created by the item’s opponents to rile up opposition, rather than foster critical analysis. I think that Liberals should be well aware of the political problems associated with demonizing and reductionist labeling of things they don’t like.
Second, though Presidents can veto any bill that comes across his desk, the veto of appropriations bills are rare, and have often been overridden by Congress in the past. It may be a shock to liberals, but Presidents aren’t kings. Conservatives often don’t seem to understand the three branches of Government. Liberals often appear to understand it even less.
Third, there was hardly “no debate.” A Google search will reveal that discussions of this particular item go back at least to June of 2012 and the “Famer’s Assurance Provision” as it is correctly known is part of another Ag Appropriations bill which passed last year. Anyone who tells you this is new, is either lying, or doesn’t know what they are talking about. (Even Snopes took this on.)
Fourth, there is no evidence (that I’m aware of) that GMO’s, which are already in our food supply, are having deleterious effects on human health or the environment. There have been some studies on mouse models that I know of, but it appears that no one can really agree on what a “GMO” really is. Until we can nail that down, and have more informed discussion of which GMOs are “bad” and which are “good”, I don’t think that screaming about GMO’s is any more productive than poorly informed discussion of complex issues such as climate change.
I’m not trying to suggest that there are no effects of “GMOs” whatever they may be. I am saying that lefties are accepting that there are broad effects without question and are relying on less-than-scientific and politically motivated sources such as Salon and the Huffington Post to inform them. That’s a very, very dangerous position to take.
Fifth, I think we should all know by now that rightists use issues like this to weaken Democratic Presidencies. I was of the opinion that much of the furor over controversial portions of the 2012 NDAA bill was stoked by right wingers hoping for a Achilles heel in the 2012 Obama campaign. When we buy into this type of sensationalist reporting without examining the evidence, we play right into their hands.
Sixth, well, I had a sixth, but lost it. But back to GMO’s: It’s interesting that discussions of GMO’s in Sub-Saharan Africa are opposite of what we hear in the US. People view the American and European opposition to GMOs, some of which have the potential to increase food yield while minimizing inputs, as an infringement on developing countries’ rights of self determination. It’s easy to dismiss their concerns as uninformed. However, people and policy makers in developing countries face competing issues of immediate economic needs and broad environmental concerns. Lots of things seem obvious to us, but then we have most of our basic needs already met.
I mean this not as a defense of the Farmer’s Assurance Provision or anything else having to do with GMO’s (so chill out). The endless (and perhaps deserved) vilification of Monsanto has reached a point where examination of the facts is secondary to screaming like a blithering idiot. To me, this is dangerous. When we reduce ourselves to merely accepting positions without criticism, we allow ourselves to be manipulated by just about anything. Not everyone has the time to read all that is required to create a truly informed and reasoned opinion on all subjects, I realize. Striving toward obtaining as much information as is reasonable, however, and acting critically should be a priority for everyone, however.
Liberals are the smart ones. We can do better.
I’ve written before on the link between unrest in South Africa and the problem of rising food prices. Looking at the plot of the right, it’s not hard to notice the similarities in the series of conflict events post 2005 to food prices as estimated by the FAO’s Food Price Index (FPI).
I began to wonder whether some of the recent rise in conflict events is somehow related to rising food commodity prices. Having found a correlation in South Africa, it’s not out of the realm of possibility.
I calculated the cross correlations between the FPI and conflict events and found that the FPI was predictive of conflict, but that conflict was not predictive of FPI. This was similar to what I found in South Africa.
Plotting the FPI against the number of monthly conflict events, I found something interesting. It appears that the two are mostly unrelated until the FPI reaches a threshold of approximately 200, then the number of monthly events shoots up. It is interesting to note that in other research, 210 was the assumed maximum price that households would absorb before taking to the streets.
I’ve repeatedly written on the problem of stock market speculation in food commodities as a cause for rising volatility in world food prices. I won’t beat this into the ground again. However, results such as these indicate that the problem of rising and volatile food prices is not just an economic problem, but also a problem of human health and welfare.