O primeiro experimento duplo-cego analisando o papel da tomada de decisão humana nas reconstrua§aµes climáticas descobriu que pode levar a resultados substancialmente diferentes.
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)
arvores subfa³sseis preservadas na Isla¢ndia - Crédito: Hrafn a“skarsson
"Os cientistas não são robôs e não queremos que eles sejam, mas éimportante aprender onde as decisaµes são tomadas e como elas afetam o resultado"
Ulf Ba¼ntgen
O experimento, projetado e executado por pesquisadores da Universidade de Cambridge, teve vários grupos de pesquisa de todo o mundo usando os mesmos dados brutos de ananãis de a¡rvores para reconstruir asmudanças de temperatura nos últimos 2.000 anos.
Embora cada uma das reconstruções tenha mostrado claramente que o aquecimento recente devido a mudança climática antropogaªnica não tem precedentes nos últimos dois mil anos, houve diferenças nota¡veis ​​na varia¢ncia, amplitude e sensibilidade, que podem ser atribuadas a s decisaµes tomadas pelos pesquisadores que construaram as reconstruções individuais. .
O professor Ulf Ba¼ntgen da Universidade de Cambridge, que liderou a pesquisa, disse que os resultados são “importantes para a transparaªncia e a verdade - acreditamos em nossos dados e estamos sendo abertos sobre as decisaµes que qualquer cientista do clima deve tomar ao construir uma reconstrução ou modelo. â€
Para melhorar a confiabilidade das reconstruções climáticas, os pesquisadores sugerem que as equipes fazm várias reconstruções ao mesmo tempo, para que possam ser vistas como um conjunto. Os resultados são relatados na revista Nature Communications .
As informações dos ananãis das a¡rvores são a principal maneira de os pesquisadores reconstruarem as condições climáticas anteriores em resoluções anuais: tão distintos quanto uma impressão digital, os ananãis formados em a¡rvores fora dos tra³picos são anualmente camadas de crescimento precisas. Cada anel pode nos dizer algo sobre como eram as condições em uma determinada estação de cultivo e, combinando dados de muitas a¡rvores de diferentes idades, os cientistas são capazes de reconstruir as condições climáticas anteriores, remontando a centenas e atémilhares de anos.
Reconstruções de condições climáticas passadas são aºteis porque podem colocar as condições climáticas atuais ou projeções futuras no contexto da variabilidade natural passada. O desafio de uma reconstrução climática éque - na ausaªncia de uma ma¡quina do tempo - não hácomo confirmar se ela estãocorreta.
“Embora as informações contidas nos ananãis das a¡rvores permanea§am constantes, os humanos são as varia¡veis: eles podem usar diferentes técnicas ou escolher um subconjunto diferente de dados para construir sua reconstruçãoâ€, disse Ba¼ntgen, que trabalha no Departamento de Geografia de Cambridge e também éafiliado com o CzechGlobe Center em Brno, República Tcheca. “Em qualquer reconstrução, háuma questãode faixas de incerteza: o quanto certo vocêestãosobre um determinado resultado. Muito trabalho foi feito para tentar quantificar as incertezas de forma estatastica, mas o que não foi estudado éo papel da tomada de decisão.
“Nãoéque haja uma única verdade - cada decisão que tomamos ésubjetiva em maior ou menor grau. Os cientistas não são robôs e não queremos que eles sejam, mas éimportante aprender onde as decisaµes são tomadas e como elas afetam o resultado â€.
Ba¼ntgen e seus colegas desenvolveram um experimento para testar como a tomada de decisaµes afeta as reconstruções climáticas. Eles enviaram dados brutos de ananãis de a¡rvores para 15 grupos de pesquisa ao redor do mundo e pediram que eles os usassem para desenvolver a melhor reconstrução climática em larga escala possível para as temperaturas de vera£o no hemisfanãrio norte nos últimos 2.000 anos.
“Todo o resto era com eles - pode parecer trivial, mas esse tipo de experimento nunca foi feito antesâ€, disse Ba¼ntgen.
Cada um dos grupos fez uma reconstrução diferente, com base nas decisaµes que tomaram ao longo do caminho: os dados que escolheram ou as técnicas que utilizaram. Por exemplo, um grupo pode ter usado dados de destino instrumentais de junho, julho e agosto, enquanto outro pode ter usado apenas a média de julho e agosto apenas.
As principais diferenças nas reconstruções foram as de amplitude nos dados: exatamente o quanto quente era o período de aquecimento medieval, ou quanto mais frio era um determinado vera£o após uma grande erupção vulcânica .
Ba¼ntgen salienta que cada um dos reconstruções apresentaram as mesmas tendaªncias gerais: houve períodos de aquecimento no 3 rd século, bem como entre o 10 ° e 12 ° século; todos eles mostraram vera£o abrupta de arrefecimento seguintes aglomerados de grandes erupções vulcânica s no 6 ° , 15 ° e 19 ° século; e todos eles mostraram que o aquecimento recente desde o 20 º e 21 st século ésem precedentes nos últimos 2000 anos.
“Vocaª acha que se comea§ar com os mesmos dados, vai acabar com o mesmo resultado, mas a reconstrução do clima não funciona assimâ€, disse Ba¼ntgen. “Todas as reconstruções apontam na mesma direção, e nenhum dos resultados se opaµe, mas hádiferenças, que devem ser atribuadas a tomada de decisão.â€
Então, como saberemos se devemos confiar em uma reconstrução climática especafica no futuro? Em uma anãpoca em que os especialistas são rotineiramente desafiados, ou inteiramente dispensados, como podemos ter certeza do que éverdade? Uma resposta pode ser anotar cada ponto em que uma decisão étomada, considerar as várias opções e produzir reconstruções maºltiplas. a‰ claro que isso significaria mais trabalho para os cientistas do clima, mas poderia ser uma verificação valiosa para reconhecer como as decisaµes afetam os resultados.
Outra forma de tornar as reconstruções climáticas mais robustas éos grupos colaborarem e verem todas as suas reconstruções juntos, como um conjunto. “Em quase qualquer campo cientafico, vocêpode apontar para um aºnico estudo ou resultado que diz o que ouvirâ€, disse ele. “Mas quando vocêolha para o corpo de evidaªncias cientaficas, com todas as suas nuances e incertezas, vocêtem uma visão geral mais clara.â€