#WaveWatchingWednesday

Welcome to another #WaveWatchingWednesday post, where you get all of last week’s wave watching pics from my Instagram @fascinocean_kiel in one go! Let’s get started:

Fascinating how different parts of the water look so different. Some dark because areas are more rough because there are wind-generated ripples and waves there.
Other areas are brighter because their smoother surface reflects the clouds lit by the raising sun.
And then again darker areas closer to us where we can actually look into the water and make out structures on the seafloor. Only when looking at water at a steep angle can we look inside, because of a phenomenon called “total reflection”. It’s this kind of stuff we learn about in high school where nobody tells us what it’ll be relevant for in real life. Wave watching, duh!

I’m always fascinated by the different wavelengths of the waves vs the sand ripples. How come the ripples are so much shorter? One of these days I will really have to read up on this…

Another amazing sunrise this morning, making it very clear that when you want to determine water color as one measure for water quality, you really need to pay attention to how you do it. What you see here is not what you want to measure :D

Beautiful checkerboard pattern in waves & their reflections. And can you spot the birds’ wakes?

Forget about the sky; I can’t get over how colorful the water looks this morning with each of the small waves reflecting both the orange sunrise side and the dark westside!

Not so common to see wakes these days, especially this early in the morning! Makes me appreciate even more how pretty they look meeting up with their reflections & forming the checkerboard pattern!

Luckily my wave watching senses are so well developed that I caught these beautiful waves when I was already on my way back home.
First pic shows them arriving just before hitting the sea wall, second pic a little later shows the interference of the original and reflected wave field. Can you spot the areas where constructive interference makes wave crests especially high?

This is, btw, what I did this month’s scicommchall on, so check out that post if you want to know more!

And then: finally some more #KitchenOceanography! Check out the blog post for that picture here.

Another beautiful orange morning, but you already see the fog creeping in.

Waves are so incredibly fascinating to me. Look at these ducks’ wakes. You can spot the turbulent part where they’ve been paddling, stirring up the water, and the wavelets that form the feathery V-shaped wake. In this light and with hardly any other waves around, the intricate details are clearly visible. And even though under most other conditions they aren’t as clearly visible, they are always there, disguised by other waves. How amazing is that?

Wave watching in the fog: I love the criss cross pattern of waves & their reflections!

And bonus pics that I didn’t post on my Instagram yet but I find so fascinating: How come the ripples go through all these clearly distinct regimes? (There is water on top, but hardly any waves, so you can’t actually see the water)

And now: Ripples in the sand and on the water! :-)

Next: More #KitchenOceanography, check out Tuesday’s blog post to learn more about what Elin and I are up to!

#WaveWatching! :-)

And then today is all about #KitchenOceanography again, as I am contributing today’s input to an online vacation program about STEM (in German, sorry).

And I love how spring is here! :-)

Kitchen Oceanography — oceanography experiments in your own kitchen!

The second coolest thing about #KitchenOceanography is, besides obviously the oceanography as the coolest part, that it can all be done at home, in your own kitchen (hence the name).

Today, I’m contributing to the “virtuellen Gauß-AG” of Leibniz Universität Hannover, a vacation program on STEM topics, that, of course, has to be done from home while physically distancing, with whatever people might have available to them.

I have recorded a couple of videos and written up a quizz (all in german, sorry), check it out here! You’ve even got the chance of winning my book if you post a picture of your experiments, mark it with #KitchenOceanography and tag me :-)

On melting ice cubes and molecular diffusion of heat

First of all, let me say how much I love having chats like the one Elin and I had over the weekend (which you only see the very beginning of above). I had gotten into a bit of a rut kitchen oceanography-wise, which, I am happy to report, is over now! Thanks, Elin! :-)

One of my favourite experiments of all times are the ice cubes melting in fresh water and salt water. I’ve written about this experiment many times before, so if you aren’t familiar with it, check out my introductory post or all the posts related to the original experiment, because now we are going to take it one step further.

Ready?

Last year, Elin told me about a conversation she had had with Prof. Emeritus Arne Foldvik (our hero when it comes to tank experiments!) about someone considering towing icebergs from Antarctica to some tropical place to use as freshwater supply. Arne mentioned that when the water in which the iceberg swims gets warmer than 27°C, the situation changes, as in that the iceberg’s melt water now is denser than the warm saltwater it is swimming in. So the assumption from that would be that the melt water would sink, rather than form a layer floating around the iceberg.

And that’s the experiment I had been wanting to try and only got around to doing when Elin reminded me on Saturday. Results were … a bit disappointing. At least at first:

So what is happening is that even though the melt water is initially denser than the salt water, it doesn’t stay that way for very long, because diffusion of temperature is very fast and the fresh meltwater plumes don’t have to warm up by very much before they are less dense than the warm saltwater, so that happens very quickly.

In the movie below we see evidence of this: Around minute 1 (marked in the video) we can spot plumes of dense water sinking down, but at the same time we very clearly see a (green) freshwater layer forming on top of the salt water.

(The “Happy Birthday Arne” in this movie refers to Arne Foldvik’s 90th Birthday which was yesterday!)

For the experiment, I kinda eyeballed the salinity and also my thermometers might not be the most suitable choice for measuring water temperatures, at least in that temperature range. But as Elin and I discussed as the chat above went on: I think it won’t make a big difference to fiddle with temperatures and salinities, in the end the dominant process will be the molecular diffusion of heat that will always quickly warm the meltwater, making it buoyant. And I actually think that this makes this experiment even more interesting — to show how different processes are acting at the same time, and it’s not always obvious right away which one will be the most important one. Kinda similar to what I showed in yesterday’s post: molecular diffusion of heat will sneak up on you faster than you think :-)

Would the same thing also happen if we didn’t just have small ice cubes with low meltwater “production”, but icebergs, where the meltwater plumes would have a larger volume and so wouldn’t be warmed up as easily? Who knows… But my kitchen is too small to try and I’m too lazy to do the maths, so now it’s your turn! :-)

Temperature dependency of molecular diffusion, and convection taking over

I saw the idea for this experiment on Instagram (Max is presenting it for @glaeserneslabor) and had to try it, too!

The idea is to put drops of dye into hot and cold water and observe how in hot water the dye is mixed a lot faster than in cold water — after all, molecules in hot water should move a lot more due to more energy and thus more Brownian motion. And we see that nicely in the upper panel of the picture: In hot water, structures look blurred, whereas in the cold water, we nicely see the vortex rings of dye falling into the water.

But what I found super interesting: Molecular diffusion of dye is only the dominant process in the very beginning of the experiment! Very quickly, molecular diffusion of heat is taking over. By warming the dye, we now get a convective flow that moves dye upward in the warm water (see lower panel).

For someone who worked on double-diffusive mixing (i.e. me) this is very exciting: It’s so nice to observe the effects of both diffusion of dye and diffusion of heat in one experiment! And to be able to show how different processes are important at different times.

What’s next? I think next time I’ll use dye at the different temperatures of the two glasses, that should get rid of the convection. Very curious to see what will happen then! :-)

#WaveWatchingWednesday

I didn’t write a #WaveWatchingWednesday post last week. I think when my last blogpost ended with the Oslo ferry leaving Kiel for the last time in the forseeable future, it really hit me how far away so many of the people I love are, indefinitely out of reach. I had a couple really tough days isolated all by my self, with additional high fevers and a very active imagination, but not eligible to be tested. Anyway, things got better, I started being able to go out of my flat again, in the very early mornings to meet as few people as possible. I started taking pictures again and posting them to my Instagram. Initially, they were mainly pictures of sunrises (over water, of course ;-)) and I still didn’t feel like talking about waves. Anyway, today was the first day I felt the urge to talk about waves again, so here comes a bunch of pictures and then a real #wavewatching pic in the end!

From here on, things got better.

The way I felt about being in isolation changed drastically when I brought wave watching into my livingroom. Now I am actually quite content on my sofa, looking at the porthole and the view… Nice change when compared to the days before when I really felt isolated and not happy. Was it just being creative today that turned things around for me? I don’t know, but I’m happy with the result in any case

And then: My first snow this winter! :-)

And I built a snowman! :-)

Not a lot of water in Kiel fjord today, but: poolnoodle waves! When the water is very shallow compared to the wavelength, waves deform into this weird shape with very long troughs and these bulging crests that look as if poolnoodles were being pushed towards the shore.

And that’s it!

WaveWatchingWednesday

Here is last week’s summary of my #WaveWatching Instagram @fascinocean_kiel. Social distancing in Kiel isn’t so bad… At least until I started to take it seriously enough to stay inside full time, so this week we only have pictures until last Saturday. And there will probably be no wave watching in the near future. But I’m thinking about going through the archives and explaining some stuff better now that I have time. Does this sound interesting?

Anyway, let’s start.

So much going on in one picture! Can you explain all the different waves? Let me try below…


Red lines show the incoming waves; the wake of a ship that passed a minute ago and whose feathery wake is now reaching the sea wall.
As the feathery wake meets the sea wall (on whivh I am standing), it gets reflected. The reflected wave crests are marked in green.
With all these waves, the pontoon is bobbing up and down, making those waves that trace its contours & propagate away from it (blue).
And finally, the yellow waves radiate from the edge of a pontoon that you can’t see, which is also moving with the waves.
How super awesome is wave watching, please???

I love the contrast between the bright sky in the east that we are looking at, and the darkness behind me. That, plus simple geometric shapes like this pier, make for amazing wave watching because different sides of the waves are reflecting either the bright or the dark parts, and then the deformation of the geometric shapes in their reflection gives us a good idea of the shapes of the waves. Plus I just love being out for the sunrise ☀️

You think a little ice on the beach is going to keep me from a quick dip into the sea? Ha, think again! ‍♀️

Social distancing is not so bad when it means sitting in a beautiful sunny spot, looking at water.
But watching the Oslo ferry leave for the last time in at least the next couple of weeks is somehow really emotional for me. It’s not only the source of one of my favourite wave watching events (actually, several: Beautiful wakes, and the 180 degree turn in a really narrow part of the fjord befor backing up into its berth), it’s also what connects me to all my friends in Norway. And my mini escape when I need some time at sea without having time or opportunity for “serious” (i.e. research) cruises. God tur, hope to see you back in Kiel soon!

Yep, and that’s it. Be safe, everybody!

Reposting my “field report” for the DIYnamics blog

Reposting a guest post I wrote for the @DIYnamicsTeam‘s blog:

When we came across the DIYnamics article right after its publication, Torge and I (Mirjam) were very excited about the endless possibilities we saw opening up with an affordable tool like the DIYnamics rotating table. We applied for, and were granted, money for an “innovative teaching” project by Kiel University’s PerLe (1) and built four DIYnamics rotating tables (five if you count the one I built for personal use ;-)), which we’ve been working with for about a year now. Since we are using them in a slightly different context than we’ve seen described before, and also have modified and added some of the experiments, I thought I’d report on it here. If you have any comments or suggestions for us, please do get in touch!

DIYnamics tables in undergraduate education

In contrast to using the DIYnamics rotating tables mainly for outreach purposes which is the most common application I am aware of, we are using them as part of a regular Bachelor-level class on “ocean and atmosphere dynamics” at Geomar, Germany. I have gained a lot of experience using a rotating table in undergraduate education at GFI, Norway, but there we only had one – much bigger – table available. Now we have four that can be used simultaneously! This is great for so many reasons:

Time efficiency for the instructor

With only one rotating table available, the typical setup I have used was to have small groups of students come in at different times over the course of a week or so, to do that week’s experiment with me. But that meant that I would spend a lot of time in the lab, and a large part of that time would be spent on waiting for the water on the rotating table to have spun up into solid body rotation, as well as prep time or cleaning, drying, putting away time.

Of course, wait times can easily be used for discussions of the upcoming experiment, of the concept of a “spun up” body of water, of how to judge whether or not a body of water is spun up or not, and many other things. But those are things that don’t necessarily have to be discussed in a setting of one instructor per each small student group, they could just as well be discussed in student groups and then in a larger plenum.

Exchange between student groups

In the setup with one table and student groups coming in one after the other, students would then write lab reports, submit them, and come back for the next experiment. While I am sure there was some exchange between student groups happening (which we could sometimes see from eerily similar ways of expressing things between groups, or errors propagating through several groups’ reports), that wasn’t an instructional design choice.

Now, however, when we have student groups working on the same experiment at the same time in the same room, it is very easy to have discussions both within individual groups and then across groups. There are many instructional methods to choose from that facilitate that kind of exchange, for example “think, pair, share”, where students first think about a question individually, then pair up with a partner (or the group at their tank) to discuss, and then results are shared with and discussed in the whole class.

Seeing many implementations of the same experiment

One reason why these discussions are especially fruitful if done in connection with simultaneously-run tank experiments is that, even if all student groups get the exact same instructions, two implementations of the same experiment do not ever look the same. There is always something that’s different. Maybe one tank is spun up less than the others, or a bit wobbly, because someone bumped into the table mid-spinup. Or the dye that is used as flow tracer has a different density for one group (less diluted? Different temperature?) and thus behaves differently. Or dye is put in a different spot in the tank and thus shows different features of the flow field. There are so many tiny things that can and will be different from experiment to experiment, and it’s a great learning experience to see an ensemble of different implementations and discuss what change in boundary conditions made results look different rather than just seeing one implementation and wrongly assuming that this is the one and only way this experiment always turns out.

Seeing many different experiments at the same time

And then, there is of course the opportunity to have different student groups work on different experiments simultaneously, which cuts down on total prep and spin-up time and enables students to see a larger variety of experiments. It also opens up the possibility that students pick what experiment they want to work on – either new ones or repeating older ones that they would like to take better pictures of or modify something in the boundary conditions. This seems to be very motivating!

Our group of students coming together at one tank to discuss observations. Note that in the background a square tank is sitting on a different rotating table, being spun up for the Rossby wave experiment described below

Why we are using higher-walled tanks

In contrast to the tanks we’ve seen used on the DIYnamics rotating tables before, we chose to invest in some high-walled tanks.

An interesting feature of rotating fluid dynamics is that the flow becomes 2D, so technically having a shallow layer of water is completely sufficient to give a good representation of those flows. And if we look at the aspect ratios of the oceans, they are in fact extremely shallow compared to their horizontal extent. But it’s easy to see a 2D flow in a shallow tank and assume that it’s 2D because of the shape of the tank, not because of the flow itself. So having an exaggerated third (depth) dimension that can be easily observed by looking into the tank from the side actually helps drive home the point that there is “nothing to see” on that dimension because the flow really is as 2D as theory told us it would be.

But then there are of course the cases where the flow isn’t 2D, and then a higher-walled tank is really convenient. For some experiments where there are exciting things to discover by looking into the tank from the side, check out this blog post over on my blog.

Students working with an experiment on the Ekman bottom boundary layer – one of the experiments that really benefit from a larger water depth because this allows for observations of the development of the boundary layer over time.

Experiment on planetary Rossby waves

One of the first experiments we tried on our DIYnamics rotating table was a “planetary Rossby wave” experiment. We hadn’t bought our cylindrical tanks yet (read more about those below), so using a clear plastic storage box was very convenient. Btw, this is one of the experiments where looking into the tank from the side gives a lot of interesting insights!

For the planetary Rossby wave experiment, we need a sloping bottom (easiest done in a rectangular tank, but we’ve also run the same experiment on a cone-shaped insert in a cylindrical tank) and a dyed ice cube. When the tank is in solid body rotation, a dyed ice cube is inserted in the shallow “eastern” corner of the tank (make sure it is sitting far enough from the edge of the tank so it can turn around its own axis unobstructed). For more details see this blog post, but in a nutshell: The cold melt water sinks, setting up a column of spinning water that sheds spinning eddies at regular intervals. Eddies and ice cube propagate westwards. This is a really easy and fool-proof experiment, and it looks beautiful!

Planetary Rossby waves in a square tank with a sloping bottom.

Presenting the DIYnamics tanks at an institute colloquium

In January, Torge and I gave a seminar presentation titled “you should really play more often! Using tank experiments in teaching” at our institute’s colloquium. In the abstract, we announced that we would give a brief overview over our project and then give people the opportunity to play – which we did. We had been expecting that maybe a handful of our loyal friends would stick around after the presentation to look at the tanks, but we were very surprised and excited to see that pretty much everybody in the audience wanted to stay. We had set up the four rotating tables with four different experiments and a student presenting at each in the back of the room, and we ended up running all the experiments repeatedly, until we were kicked out of the room because the next lecture was about to start. It was really motivating to see how everyone – students, PhD students, postdocs, staff, professors – got really excited and wanted to learn more about the tank experiments, discuss observations, modify and experiment. This goes to show that an affordable rotating table is an amazing tool at every level of education: There is always more to discover!

A snapshot of the audience of our seminar presentation interacting with the tanks and each other. We were running four experiments simultaneously.

Follow our experiences

If you want to follow our experiences with the DIYnamics rotating tables, there are several options for you:

Torge and I have recently launched the “Teaching Ocean Science” blog at https://www.oceanblogs.org/teachingoceanscience/, which is a joint effort of ourselves and other instructors, describing fun hands-on stuff they do in their teaching, and students, who write course assignments on what they are currently learning for the blog.

Additionally, all the outgoing links in my guest post above are to posts on my own blog, “Adventures in Teaching and Oceanography”, at https://mirjamglessmer.com/blog. I use that blog as my own archive and document every new thing I try on there, so you might want to sign up for email alerts or follow via my Twitter @meermini.

In addition to writing about the DIYnamics rotating tables and what we are up to with those (and you can be sure that if I played with a tank, you will read it on that blog right away ;-)), I write a lot about#KitchenOceanography (which are very easy hands-on experiments on ocean and climate topics that you can do with household items) and #WaveWatching (observing ocean physics everywhere, all the time). I also write about science communication issues.

Please feel free to check out those blogs and as I wrote in the beginning: Please get in touch if you have any comments or suggestions for us. I am always happy to chat!

(1) This project has been funded by the PerLe fund for innovative teaching through resources from the Federal Ministry of Education and Research, grant number: 01LP17068. The responsibility for the content of this publication lies with the authors.

#WaveWatchingWednesday

Recap of last week’s posts on my #WaveWatching Instagram @fascinocean_kiel!

Starting off with two newts, because sometimes I actually look at stuff in the water, not just the waves on top ;-)

As much as I love being in Hamburg, especially with my job taking me to the heart of the city, it always just makes me super happy to be back home in Kiel!

…and then I looked at waterfalls in Lüneburg!

All in all not the most active wave watching week for me; too much life stuff going on. But things will get better again! :-)

#SciCommSunday: Tweeting about publications

In case you’ve been wondering why I’ve been tweeting so much about our recent Nature article: Yes, I am really this proud and need to tell the whole world about it! :-)

Of course there are more other good reasons to discuss articles on Twitter, to do it yourself, and to publish in journals that also tweet about articles.

But let’s start with a disclaimer: Even though it’s the measure most commonly used to capture the impact of an article, and the one that is used below, too, citations of course don’t actually tell us anything about the quality of an article, nor about its importance for bringing the field forward. And none of the articles referred to below look at mechanisms — correlation doesn’t imply causation! With that out of the way, let’s look at the impact of tweeting about an article on that article’s citations.

More tweets about an article mean more citations

In their 2016 article, Peoples et al. looked at Twitter and how it relates to citation rates in ecological research. Of course, the strongest predictor of the number of times an article is cited is time after publication: the older the article, the more time it has had to accumulate citations. However, Peoples et al. (2016) found a strong relationship between the number of unique tweets, i.e. Twitter activity, about an article and the number of citations that article received. It’s thus beneficial for authors to tweet about articles — it brings the article to a larger audience’s attention, and knowing of an article is the requirement for it being read and potentially cited.

Peoples et al. (2016) also found that how much twitter activity an article received was not related to the journal’s impact factor. Articles in journals with lower impact factors can be just as heavily tweeted, and cited, as articles in higher impact factor journals. And in fact, they found that twitter activity related to an article was a better predictor of how much articles were going to be cited than 5-year journal impact factor of the journal they were published in!

If you don’t tweet about an article, nobody will

Actually, that’s completely overstating what the literature says. But it brings across a point I’m always trying to make: It’s in your own hands to promote yourself and your science.

In their 2016 study, Ortega found that articles authored by Twitter users are tweeted about 33% more than articles that were authored by non-Twitter users. Which makes sense to me: Even though I occasionally tweet about articles someone else has published, I tweet about pretty much everything that I publish myself.

Interestingly, once someone — anyone — tweets about an article, citation numbers don’t depend on whether the authors tweeted about it themselves, or whether someone else did for an author that isn’t a Twitter user. But again, if you tweet yourself, it’s in your hands and you don’t have to rely on anyone else to disseminate your research output, making it more likely that it will be seen and cited.

The more you tweet, the more they’ll cite

It’s kinda obvious, but the more you tweet about an article, the more people have a chance to catch that tweet, read the article, and eventually cite it.

As Eysenbach (2011) found: Highly tweeted articles are 11 times more likely to be highly cited than less-tweeted articles. Number of tweets can even be used to predict highly cited articles within the first 3 days of publication of an article.

But: correlation doesn’t imply causation, so we don’t know anything about the mechanism, and they write: “Social media activity either increases citations or reflects the underlying qualities of the article that also predict citations”.

More followers mean more visibility for your paper, thus more citations

This result of the Ortega (2016) seems also fairly obvious: Many tweets citing an article are probably due to the authors promoting a newly published article. So the more followers an author has, the more likely, and the further, the message can be directly multiplied by followers’ retweets.

On the flip side: You yourself are also one of those followers that can multiply someone else’s work. Use your own followers to generate visibility for other people’s articles!

Journals that are on Twitter get tweeted about, and cited, more than those that aren’t

A 2017 study by Ortega investigates the relationship between the presence of academic journals on Twitter and how much articles in those journals get cited. Turns out that journals that have their own Twitter accounts are tweeted about about twice as much as journals without a Twitter account. Also, journals with twitter accounts do get 3 times more citations  than those without.

So even if you don’t want to tweet yourself, even just picking a journal that is active on Twitter is helping to make your article more visible to more people. Obviously this shouldn’t be the deciding factor for where to publish…

It even benefits the journal to be on Twitter

In a study on the use of Twitter by radiology journals by Kelly et al. (2016), it was shown that journals with Twitter profiles had a higher impact factor than those without a Twitter profile. There is, of course, the hen and egg problem here. But the study also found that 7 of 11 journals experienced increases in impact factor after joining Twitter, and that a greater number of followers on Twitter correlated with higher journal impact factor.

Btw, if you want to see an example of a journal’s Twitter done really well, check out Frontiers for Young Minds Twitter @FrontYoungMinds!

My 2 cents on tweeting about publications

I hear all the time that people (usually those neither actively nor passively involved with Twitter) feel like tweeting about articles is somehow a repulsive way of selling something that should be recognized for its scientific value alone, not for how much publicity the authors or someone else is generating for it. And while I kinda see the point — I agree that articles should be cited based on their scientific value, not their authors’ Twitter skills — I kinda don’t see it. In this day and age, there is so much research published every single day that it’s not a realistic expectation to be fully aware of everything being published that might be relevant to ones own research and interests. So assuming that not everybody for whom my articles might be relevant will be see it, I feel that it’s a service to the community to help them come across my work, that I of course believe is interesting, relevant, and sound. If I can let people know that I’ve published something that is worth reading, and I can even give them a brief idea what it’s about, either in a tweet or a thread, I am making it easier for people to find what they might have been looking for (or even what they would have been looking for had they known there was something like this out there to look for). And if they are not at all interested, I wonder how much of a different scrolling past my 280 characters will make? Surely not enough for them to cite something irrelevant.

Anyway, my take-away from all the research I’ve summarized above:

  • Tweet about your publications, and repeatedly!
  • Make your co-authors, your journal, your network tweet about articles!
  • But also: Tweet about / retweet other people’s relevant articles to make that information visible to your own network!

Bibliography

Eysenbach G. (2011). Can Tweets Predict Citations? Metrics of Social Impact Based on Twitter and Correlation with Traditional Metrics of Scientific Impact, J Med Internet Res 2011;13(4):e123, DOI: 10.2196/jmir.2012

Kelly, B.S., Redmond, C.E., Nason, G.J., Healy, G.M., Horgan, N.A., Heffernan, E.J. (2016). “The Use of Twitter by Radiology Journals: An Analysis of Twitter Activity and Impact Factor”, Journal of the American College of Radiology, Volume 13, Issue 11, Pages 1391-1396, ISSN 1546-1440,
https://doi.org/10.1016/j.jacr.2016.06.041.

Ortega, J.L. (2016) To be or not to be on Twitter, and its relationship with the tweeting and citation of research papers. Scientometrics 109, 1353–1364. https://doi.org/10.1007/s11192-016-2113-0

Ortega, J. (2017), “The presence of academic journals on Twitter and its relationship with dissemination (tweets) and research impact (citations)”, Aslib Journal of Information Management, Vol. 69 No. 6, pp. 674-687. https://doi.org/10.1108/AJIM-02-2017-0055

Peoples, B. K., Midway, S. R., Sackett, D., Lynch, A., & Cooney, P. B. (2016). Twitter Predicts Citation Rates of Ecological Research. PloS one, 11(11), e0166570. https://doi.org/10.1371/journal.pone.0166570