
探花直播first double-blind experiment analysing the role of human decision-making in climate reconstructions has found that it can lead to substantially different results.
探花直播first double-blind experiment analysing the role of human decision-making in climate reconstructions has found that it can lead to substantially different results.
Scientists aren鈥檛 robots, and we don鈥檛 want them to be, but it鈥檚 important to learn where the decisions are made and how they affect the outcome
Ulf B眉ntgen
探花直播experiment, designed and run by researchers from the 探花直播 of Cambridge, had multiple research groups from around the world use the same raw tree-ring data to reconstruct temperature changes over the past 2,000 years.
While each of the reconstructions clearly showed that recent warming due to anthropogenic climate change is unprecedented in the past two thousand years, there were notable differences in variance, amplitude and sensitivity, which can be attributed to decisions made by the researchers who built the individual reconstructions.
Professor Ulf B眉ntgen from the 探花直播 of Cambridge, who led the research, said that the results are 鈥渋mportant for transparency and truth 鈥 we believe in our data, and we鈥檙e being open about the decisions that any climate scientist has to make when building a reconstruction or model.鈥
To improve the reliability of climate reconstructions, the researchers suggest that teams make multiple reconstructions at once so that they can be seen as an ensemble. 探花直播 are reported in the journal Nature Communications.
Information from tree rings is the main way that researchers reconstruct past climate conditions at annual resolutions: as distinctive as a fingerprint, the rings formed in trees outside the tropics are annually precise growth layers. Each ring can tell us something about what conditions were like in a particular growing season, and by combining data from many trees of different ages, scientists are able to reconstruct past climate conditions going back hundreds and even thousands of years.
Reconstructions of past climate conditions are useful as they can place current climate conditions or future projections in the context of past natural variability. 探花直播challenge with a climate reconstruction is that 鈥 absent a time machine 鈥 there is no way to confirm it is correct.
鈥淲hile the information contained in tree rings remains constant, humans are the variables: they may use different techniques or choose a different subset of data to build their reconstruction,鈥 said B眉ntgen, who is based at Cambridge鈥檚 Department of Geography, and is also affiliated with the CzechGlobe Centre in Brno, Czech Republic. 鈥淲ith any reconstruction, there鈥檚 a question of uncertainty ranges: how certain you are about a certain result. A lot of work has gone into trying to quantify uncertainties in a statistical way, but what hasn鈥檛 been studied is the role of decision-making.
鈥淚t鈥檚 not the case that there is one single truth 鈥 every decision we make is subjective to a greater or lesser extent. Scientists aren鈥檛 robots, and we don鈥檛 want them to be, but it鈥檚 important to learn where the decisions are made and how they affect the outcome.鈥
B眉ntgen and his colleagues devised an experiment to test how decision-making affects climate reconstructions. They sent raw tree ring data to 15 research groups around the world and asked them to use it to develop the best possible large-scale climate reconstruction for summer temperatures in the Northern hemisphere over past 2000 years.
鈥淓verything else was up to them 鈥 it may sound trivial, but this sort of experiment had never been done before,鈥 said B眉ntgen.
Each of the groups came up with a different reconstruction, based on the decisions they made along the way: the data they chose or the techniques they used. For example, one group may have used instrumental target data from June, July and August, while another may have only used the mean of July and August only.
探花直播main differences in the reconstructions were those of amplitude in the data: exactly how warm was the Medieval warming period, or how much cooler a particular summer was after a large volcanic eruption.
B眉ntgen stresses that each of the reconstructions showed the same overall trends: there were periods of warming in the 3rd century, as well as between the 10th and 12th century; they all showed abrupt summer cooling following clusters of large volcanic eruptions in the 6th, 15th and 19th century; and they all showed that the recent warming since the 20th and 21st century is unprecedented in the past 2000 years.
鈥淵ou think if you have the start with the same data, you will end up with the same result, but climate reconstruction doesn鈥檛 work like that,鈥 said B眉ntgen. 鈥淎ll the reconstructions point in the same direction, and none of the results oppose one another, but there are differences, which must be attributed to decision-making.鈥
So, how will we know whether to trust a particular climate reconstruction in future? In a time where experts are routinely challenged, or dismissed entirely, how can we be sure of what is true? One answer may be to note each point where a decision is made, consider the various options, and produce multiple reconstructions. This would of course mean more work for climate scientists, but it could be a valuable check to acknowledge how decisions affect outcomes.
Another way to make climate reconstructions more robust is for groups to collaborate and view all their reconstructions together, as an ensemble. 鈥淚n almost any scientific field, you can point to a single study or result that tells you what to hear,鈥 he said. 鈥淏ut when you look at the body of scientific evidence, with all its nuances and uncertainties, you get a clearer overall picture.鈥
Reference:
Ulf Bu虉ntgen et al. '.鈥 Nature Communications (2021). DOI: 10.1038/s41467-021-23627-6
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