I failed to reproduce the results of my experiments! Some of us are haunted by this horror vision. The scientific academies, the journals and in the meantime the sponsors themselves are all calling for reproducibility, replicability and robustness of research. A movement for “reproducible science” has developed. Sponsorship programs for the replication of research papers are now in the works.In some branches of science, especially in psychology, but also in fields like cancer research, results are now being systematically replicated… or not, thus we are now in the throws of a “reproducibility crisis”.
Now Daniel Fanelli, a scientist who up to now could be expected to side with those who support the reproducible science movement, has raised a warning voice. In the prestigious Proceedings of the National Academy of Sciences he asked rhetorically: “Is science really facing a reproducibility crisis, and if so, do we need it?” So todayon the eve, perhaps, of a budding oppositional movement, I want to have a look at some of the objections to the “reproducible science” mantra. Is reproducibility of results really the fundament of scientific methods? Continue reading
Medicine is full of myths. Sometimes you even get the impression that it is actually based mostly on myths. Many are so plausible that you would have to be a fool to not believe in them. And so today let us take a closer look at the placebo effect. In doing so we will run into a surprisingly little-known phenomenon: regression to mean. This has also implications for experimenters.
Hardly anyone doubts the almost magic effects of the placebo effect, so perhaps it will surprise you to hear that hard evidence for its existence is rather weak — and that there are some important arguments against its efficiency. Cochrane reviews, after all the golden standard for systematic reviews, did not find convincing evidence for its effectivity. They demonstrate that placebos might be effective when it comes to patient reported outcomes, particularly for pain and nausea. But the effects, should there be any at all, are not that impressive. For so-called “observer reported outcomes”, i.e. whenever study doctors did the measuring, no effectiveness was found at all.
Since you probably consider the placebo effect to be one of the fundaments of medicine and me to be a fool, you might just shake your head and push this post aside. Or you allow me to proffer a few arguments as to why the placebo effect is a clearly overrated phenomenon. You would then also learn something about regression to the mean. And this might even be relevant to your own research.
In my previous post I had a look at the culture of science in physics, and found much that we life scientists might want to copy. Physics itself, and especially particles physics, present a goldmine of lessons to be learned, two of which I would like to discuss with you today.
Some of you will remember: In 2001 the results of a large international experiment convulsed not only the field of physics; it shook the whole world. On September 22nd the New York Times ran it on the front page: “Einstein Roll Over? Tiny neutrinos may have broken cosmic speed limit”! What had happened? Continue reading
I was planning to highlight physics as a veritable model, as champion of publications culture and team science from which we in the life sciences could learn so much. And then this: The Nobel Prize for physics went to Rainer Weiss, Barry Barish and Kip Thorne for the “experimental evidence” for the gravitation waves foreseen in 1919 by Albert Einstein. Published in a paper with more than 3 000 authors!
Once again the Nobel Prize is being criticized: That it is always awarded to the “old white men” at American universities, or that good old Mr. Nobel actually stipulated that only one person per area of research be awarded, and only for a discovery in the past year. Oh, well…. I find more distressing that the Nobel Prize is once again perpetuating an absolutely antiquated image of science: The lone research geniuses, of whom there are so few, or more precisely, a maximum of three per research area (medicine, chemistry, physics) have “achieved the greatest benefits for humanity”. Awarded with a spectacle that would do honor to a Eurovision Song Contest or the Oscar Awards. It doesn’t surprise me that this is received enthusiastically by the public. This cartoon-like image of science has been around since Albert Einstein at the latest. And from Newton up to World War II, before the industrialization and professionalization of research, this image of science was justified. What disturbs me is that the scientific community partakes so fulsomely in this anachronism. You will ask why the Fool is getting so set up again –it’s harmless in the worst case, you say, and the winners are almost always worthy of the prize? And surely a bit of PR can do no harm in these post-factual times where the opponents of vaccination and the climate-change deniers are on the rise? Continue reading
We scientists are pretty smart. We pose hypotheses and consequently confirm them in a series of logically connected experiments. Desired results follow in quick succession; our certainty grows with every step. Almost unfailingly the results have statistical significance, sometimes to the 5 % level, sometimes the p-value also has a whole string of zeros. Some of our experiments are independent of each other, some are dependent, for they use the same material, e.g. for molecular biology and histology. Now we turn tired but happy to the job of illustrating and writing up our results. Not only had we had a hand in the initial hypothesis, now confirmed. No, our luck was all the lovelier when we saw that the chain of significant p-values remained unbroken. That is comparable to the purchase of several lottery tickets which one after the other turn out to be a winner. If we then manage to convince the reviewer, our work will be printed just as it is. Continue reading
I recently read “Excellence R Us”: University research and the fetishisation of excellence. by Samuel Moore, Cameron Neylon, Martin Paul Eve, Daniel Paul O’Donnell & Damian Pattinson. This excellent (!) article, and Germany’s upcoming third round of the ‘Excellence strategy’ incited me to the following remarks on ‘Excellence’
So much has already been written on Excellence. (In)famously, in German Richard Münch’s 500 page tome on the “Academic elite”. In it he characterized the concept of excellence as a social construct for the distribution of research funds and derided the text bubbles socialized under that concept. He castigated each and every holy cow in the scientific landscape of Germany, including the Deutsche Forschungsgemeinschaft (DFG, Germany’s leading funding organization). Upon its publication in 2007 shortly after the German Excellence initiative was launched for the first time, Münch’s book filled with indignation the representatives of what he disparaged as ‘cartels, monopolies and oligarchies’, and a mighty flurry rustled through the feuilletons of the republic.
Today, on the eve of the 3rd round of the Excellence initiative (now: Excellence Strategy), only the old timers remember that, and that is precisely the reason why I am going to tackle the topic once again and fundamentally. And because I believe there is a direct connection between the much-touted crisis of the (life) sciences and the Excellence rhetoric. Continue reading
It’s noon on Saturday, the sun is shining. I am just evaluating nine applications of a call for applications by a German Science Ministry (each approximately 50 pages). Fortunately, last weekend I was already able to finish evaluations of four applications for an international foundation (each approximately 60 pages). Just to relax I am working on a proposal of my own for the Deutsche Forschungsgemeinschaft (DFG) and on one for the European Union. I’ve lost my overview as to how many article evaluations I have agreed to do but have not yet delivered. But tomorrow is Sunday, I can still get a few done. Does this agenda ring a bell with you? Are you one of the average scientists who according to various independent statistics spend 40% of their work time reviewing papers or bids? No problem, because there are 24 hours in every day, and then there are still the nights too, to do your research.
I don’t want to complain, though, but rather make you a suggestion as to how to get more time for research. Interested? Careful, it is only for those with nerves of steel. I want to break a lance for a scattergun approach and whet your appetite for this idea: We allot research money not per bid but have it given to all as a basic support. With the tiny modification, that a fraction of the funds received must be passed on to other researchers. You think it sounds completely crazy, as in NFG (North Korean Research Community)?