Pansi網站上關於“相關性與因果關係”的文章

前幾天才寫到“相關性與因果關係”的文章,今天馬上在Pansi網站上看到一篇有點相關的文章

“臉書朋友較多不代表大腦杏仁體比較大” <http://pansci.tw/archives/468>;  前不久的新聞似乎把原先的科學報導講成杏仁體較大的人比較會社交! 但是原先科學報導並非如此,而且這個研究從其他方向看時,也有許多問題,值得大家看一下。

七股雷達站 -- 相關性還是因果關係?

七股雷達站的的議題已經爭議許久,但是似乎沒有什麼結果,最近似乎又上了新聞

一開始會注意到這一則新聞的主要原因當然是因為七股雷達站附近社區之健康狀況。 在社區中癌症患者的比例比全國平均高出許多,除了癌症以外也有很多疾病在此社區的比例高於全國標準。 在釐清責任過程中當然當地民眾、環保署、以及民間團體都有參與,針對電磁波量測值以及安全標準值也有一些爭議(例如此連結的報告); 七股雷達站附近社區生病比例高是事實,政府需要對這個社區加強照護,但是生病比例高是否可以歸因於雷達站則尚需要進一步判斷才是。 不過,在看到的報導中,似乎大家都採取一種思維: 這一個區域的電磁波高,這一個地區的癌症比例高,所以電磁波導致癌症!

在這一個事件中,或許這樣是正確的推論,或許不是,因為沒有深入研究,無法判斷。 但是在許多狀況下,兩件事情發生在一起、甚至有高度相關,並不必然有因果關係的! 兩件事情的相關“或許”是值得下一步繼續探討兩件事是否有因果關係的最基本條件,但是不能只用相關就決定因果關係。 舉個例子,全世界車子的數量跟人類平均壽命有正相關的關係,但是這樣的關係並不能有“越多車子會讓人越長壽”的結論!

在七股雷達站的這個案例中,至少有幾個可以更進一步的測試方法。 例如,在全國其它雷達站附近調查居民癌症罹患比例,假設其它雷達站附近居民的癌症比例也同樣比全國平均值高出很多,那這個相關性就非常值得注意,甚至可以提昇到有因果關係的推論。 

針灸、安慰劑與止痛劑

針灸最早的文字記載可能是在史記或是黃帝內經中,是東方醫學甚至是全世界醫學裡面非常不同的一種醫療方式。 在台灣針灸更是處處可見,從公私立大醫院到坊間跌打損傷的推拿師父都會,對社會影響非常廣泛。 但是針灸的效用確是非常難用科學的方式評估。 其中的原因是在評估醫療效應的時候必須有辦法使用“對照組”的方式,也就是說類似的方法施加在許多病患上,然後利用統計來看最後的成效如何(通常是使用“雙盲測試”)。 在中西藥上,這樣的研究都可以透過給予病患“安慰劑”或是真的藥劑來形成對照。 但是針灸就比較難了(不能跟病人講已經插針但是事實上沒有插針!) 因此長久以來針灸的科學評估一直保持空白。

在90年代末期開始有科學家提出可以使用"sham acupuncture"的方式來當作針灸的安慰劑,也就是將針插入患者的某部位但是只刺到比較表層的區域。 因此開始有非常多的科學報導比較不同的針灸成效(雖然是使用“單盲測試”,也就是只有病患不曉得是真的還是假的針,醫師是確實知道;在雙盲測試中,醫師與病患都不知道是真藥還是安慰劑)。其中在2007年的時候一群德國醫師利用這個方法來看針灸對下背痛的治療狀況(Archives of Internal Medicine 2007; 167(17):1892)。 在約一千個測試病患中,大概三分之一使用真的穴位、三分之一用sham acupuncture、另外三分之一則使用按摩、運動以及投藥的方式。 研究結果呢,使用針灸的患者有47.6%覺的狀況改善(報告中詳細定義了什麼是有效改善),而傳統治療的則是27.4%覺得狀況改善。 最好玩的呢則是在使用假針的患者中,有44.2%說狀況有改善! 也就是說,在這個例子中,有插針跟沒有插針是最大的差異,不管針插在哪裡!

在許多醫療報告裡面都會有“安慰劑效應”,也就是說病患認為自己接受了適當的醫療程序,因此覺得自己的狀況會改善、有好轉,但是實際上病患只是服用了安慰劑。 這個針灸的研究中的“假針”組是不是都是安慰劑效應? 還是針灸本身,不管是刺在哪個地方都有用呢?

在最近的一篇報告中(Nature Neuroscience, 2010. DOI: 10.1038/nn.2562),學者發現至少在他們測試的狀況下針灸會刺激身體釋出止痛劑(Adenosine)。 受測的老鼠中(是的,這個實驗是用老鼠完成),有針灸的比沒有針灸的老鼠含了24倍劑量的adenosine! 而且這些天然止痛劑確時可以幫助老鼠忍耐更多的痛!

也就是說,從可以測試的科學角度來看,目前幾篇報告顯示針灸的最主要效應是在刺針的同時會讓人體釋出止痛劑,減緩病患的疼痛。 狀況是否改善或許是另外的效應了。

中國甘肅省舟曲的土石流

過去幾天甘肅舟曲縣的土石流造成了超過一千人的死亡! 或許有很多媒體已經報導過,現場的照片看起來狀況非常慘(有些照片非常“寫實”) 下圖為Quickbird衛星拍攝舟曲土石流的狀況(from DigitalGlobe)。 土石流由圖的右方(山區)向左方流下並蓋過舟曲鎮上。

China_zhugqu_mudslide_aug10_20

災前由舟曲鎮上像山頭眺望的景象。 照片下方式舟曲的鎮上,照片上方紅橘色標示的地方為土石流可能的來源區(photo from http://daveslandslideblog.blogspot.com/)。 從這張照片跟前面的衛星影像對比就可以了解為什麼這次的土石流會造成這麼多的死亡! 整個鎮都是在原來的沖積扇(歷史或是地質時間上發生的土石流堆積)上,加上人口密度高就成為這次災害的主要因素。 另外,舟曲的位置接近汶川地震破裂帶的最北端,或許也受到汶川地震影響造成土石鬆動?
10_08gansu16

從去年下半年到今年前半年這一個地區都是比較乾旱,因而八月七日的短時間超大豪雨(40多分鐘, 90多釐米)就造成這次的土石流。

從下面這個圖的統計上看起來(data from http://daveslandslideblog.blogspot.com/)全中國今年發生死亡事件的土石流已經比過去幾年高了。 縱軸為發生死亡土石流的個數而橫軸為每年的第x天,過去四年雖然次數有多有少但是趨勢差不多,而今年(紫色線)向上提升的時間比較早斜率也比較大! 而且今年到現在為止還沒有很多造成威脅的颱風! 
10_08chinacumulative

Geology: Mine games : Nature News

P. BRONSTEIN/GETTY

In a canyon just outside Kabul, the rocky terrain is strewn with debris symbolizing the troubled past and tenuous future of war-torn Afghanistan.

Exploratory cores, drilled decades ago by Soviets probing for minerals, are scattered across a landscape peppered with landmines. A line of bomb craters crosses the basin, which was home to a terrorist training camp until late 2001, when US B-52s swept overhead, dropping bunker-busters in retaliation for the terrorist attacks of 11 September. Among other things, the Americans destroyed a building that had been used to store geological cores, later turned into an ammunitions dump.

“The Taliban would have killed them if they had found the reports.”

Antony Benham

Below this rubble lies a potential economic and social boon for the troubled nation — a massive copper deposit estimated to be worth US$30 billion at today's high prices. The deposit, called Aynak, has never been developed into a viable mine, but international corporations are now competing to win a major mining concession there. What happens at Aynak could eventually serve as a model for developing Afghanistan's other natural resources, ranging from mineral wealth to reserves of coal and petroleum.

But concerns about the Aynak bidding process have set off a behind-the-scenes scramble among consulting scientists, diplomats and aid agency officials to try to ensure its success. In June, the top World Bank geological consultant to the Afghanistan government sent a report to the office of President Hamid Karzai that sharply criticized how the country's ministry of mines was handling the competition. The consultant, James Yeager, called for new analysis of the bids, more emphasis on social and economic benefits and a stronger analytical role by the inter-ministerial council that administers the process. The government is soon expected to announce two finalists for the concession, narrowing the field from the current five.

Because he raised the alarm, Yeager thinks that he was targeted for assassination. A capped beer bottle of hydrochloric acid was slipped into the refrigerator of his heavily guarded apartment in Kabul; he stopped just short of drinking it. Yeager did not renew his World Bank contract and instead returned home to Denver, Colorado, joining numerous other consulting scientists leaving Afghanistan at a time when their experience is sorely needed. Meanwhile, researchers who remain there face a range of threats, from kidnapping to landmines to booby traps.

Nevertheless, some are optimistic that Afghanistan's natural resources can be developed in a stable and sustainable manner. Officials at the World Bank, for instance, say that the inter-ministerial council has started to strengthen its role in the Aynak bidding process by asserting power over the ministry of mines and shifting the competition onto a steadier course. Using the phrase that has been a byword for conflict in the region since the days of Rudyard Kipling's Kim, World Bank mining engineer Michael Stanley says: “We are into a new phase of the Great Game.”

Afghanistan is a key player in the game because of its panoply of geological riches, created as the Indian subcontinent rams into Asia, and thrust into the air and exposed in the Hindu Kush mountain range. Coal, rare industrial metals and precious stones abound at various points along the range. The northern provinces of the country also have oil and gas reserves.

Back to work

Abandoned shell casings litter the exploration tunnels around the Aynak copper deposit.Abandoned shell casings litter the exploration tunnels around the Aynak copper deposit.J. YEAGER

For centuries, Aynak has been known for its copper, used for weapons, tools and trade along the Silk Road. Before withdrawing from Afghanistan in 1989, the Soviets drilled countless cores to assess the deposit, now estimated to hold 240 million tonnes of the metal. Work halted for years during Taliban rule, but after 2001, reconstruction teams started to identify the country's assets. In the United States, the Bush administration encouraged Afghan expatriates to help develop their homeland; some scientists who had fled the country returned (see 'Science after the Taliban').

Work in post-Taliban Afghanistan wasn't easy. In Kabul, the Afghanistan Geological Survey building had been reduced to a shell, pockmarked by rocket blasts. Its equipment, samples and library were destroyed; anything burnable had been used for fuel. US officials helped to reconstruct the building, spending at least $6.2 million to modernize the facilities with computers, labs, sample storage racks and a library housing old, rare and sometimes bullet-scarred reference volumes. The UK government also chipped in with US$8 million and a three-year contract for scientists from the British Geological Survey (BGS) to analyse natural resources.

Although Aynak is only about 35 kilometres southeast of Kabul, the BGS scientists were forbidden to go there without military protection. Even when they did manage to get there, they couldn't sample for minerals in the scattered cores. The cores had been blasted apart by bombs aimed at the old mining tunnels, which had been suspected of housing Osama bin Laden.

Back in Kabul, the team managed to patch together a detailed picture of the copper deposit from surviving Soviet core reports. Courageous staff from the Afghanistan Geological Survey had hidden the 20-year-old documents during the Taliban regime. “The Taliban would have killed them if they had found the reports,” says Antony Benham, a mineral specialist at the BGS.

Working with these formerly hidden records, BGS scientists plugged in data from the cores to create a computerized model of copper distribution at Aynak. “It was a remarkable job,” says geologist Richard Ellison, the official in charge of the agency's contract, which ended on 1 September. The BGS is now negotiating for a new contract with the World Bank.

Power problems

The firm that eventually wins the Aynak concession will face many difficult tasks, but perhaps the most daunting will be to secure electricity for mining and smelting equipment. The villages around Aynak have only generators as a source of power, and building an enormous copper production facility will require lots of power from coal-fired plants. But before hundreds of millions of dollars are invested in power plants and mining facilities, coal supplies must be located, assessed and graded for development.

To evaluate coal resources in Afghanistan, the US Geological Survey (USGS) sent in a task force led by geologist John SanFilipo. SanFilipo had earned an international reputation for assessing coal in dangerous environments, particularly in adjacent Pakistan. There, he discovered one of Asia's largest coal reserves, the Thar deposit in the Sindh province of southeastern Pakistan. But much of Thar's coal is difficult to mine because of political difficulties in the country.

SanFilipo and his colleagues faced similar challenges in assessing Afghanistan's coal resources. The Soviets and officials from the Afghanistan Geological Survey had previously found a massive coal band running across much of northern Afghanistan, with mining centred around the town of Pul-I-Khumri, northwest of Kabul. Another known coal band runs along the country's southeastern border with Pakistan, in the Katawaz Basin.

Historically, this coal has been tapped by artisanal methods — in mines called 'dog holes', dug by locals who use donkeys for underground hauling. With little shoring or proper ventilation, the tunnels regularly collapse, killing villagers. In these warrens, the geologists went coal-hunting, sometimes using old ways. Yeager, for instance, carried a bird to test air quality. “When the bird died, I left,” he says.

Details on the locations of the coal deposit were extremely sketchy, and map conditions worse. “The Afghans had squirrelled the maps away during the Taliban days,” says SanFilipo. “When I got there, they had brought them back to the Afghanistan Survey building, where they were piled like junk. We set out to organize, scan and digitize them for a permanent record.”

The quality of Afghanistan's coal deposits varies greatly. Some contain coal that burns hot and clean; other coals are more problematic, rich in sulphur and fluorine, and emitting noxious gases when burnt. Just north of Aynak lies a coal deposit called Chalaw. The coal there could fire a power plant for the Aynak mine, officials say, but it is rich in fluorine — which requires added measures to limit pollution from power plants, and protective venting if burned inside houses.

Another challenge is to find coal that is not buried so deep that it can't be extracted. “The critical step is to determine where coal is not at the surface, but is still easily minable,” says SanFilipo. Geologists thus search for a relatively flat area where coal is just below a weathered surface.

Dating the coal is also crucial, because coals of the same age will tend to be of the same quality. Older geological maps show coal reserves that might have been dated incorrectly. “We want to create a stratigraphic picture of coal deposits across the entire country,” says SanFilipo. The USGS team uses palaeobotanical clues such as pollen to date the coal. It relies on scientists such as Rahman Ashraf, a palaeobotanist who fled Afghanistan after the Soviet invasion but now serves as special adviser to President Karzai. “It was a dream that I could return to work in my country,” says Ashraf, who has also been appointed chancellor of Kabul University.

Road blocks

The power lines of Afghan politics run through nearly all attempts to characterize the country's natural resources. In one case, sources allege that SanFilipo was blocked from returning to Afghanistan for coal exploration by the actions of another USGS geologist — Afghanistan-born Said Mirzad.

Originally trained in France, Mirzad was director of the Afghanistan Geological Survey before the Soviet invasion in 1979. After that he ran computer services for a small USGS office in San Diego, California. After the terrorist attacks of 11 September, Mirzad's Afghan friendships vaulted him to the USGS headquarters in Reston, Virginia, to help coordinate resource development in Afghanistan.

Mirzad has deep and historic connections in Afghanistan, where his brother-in-law is the minister of defence. Mirzad is also the mentor of the minister of mines, Mohamad Ibrahim Adel, who was one of those criticized for the handling of the Aynak copper bidding competition. And Mirzad has powerful allies in Washington DC; both the US state and defence departments awarded him medals for outstanding service in 2005.

“It was a dream that I could return to work in my country.”

Rahman Ashraf

In Afghanistan, Mirzad has aided multiple projects, such as an airborne geological assessment he urged the Karzai government to fund after aid agencies declined. But some also see him as an obstructionist. Beginning in early 2005, SanFilipo attempted unsuccessfully to return to Afghanistan to continue his fieldwork and geological map inventory. His repeated requests to US officials in Kabul for clearance to return were denied, keeping him out of the country for 15 months. He was finally allowed to return three times in 2006, but not since then. “A geologist must go out in the field to see,” says Ashraf, praising Yeager and SanFilipo's expeditions.

Sources say that denials for SanFilipo's travel to Afghanistan were traced to Mirzad, who was in Kabul advising Zalmay Khalilzad, then the US ambassador to Afghanistan. Khalilzad is arguably the Bush administration's most-favoured Afghan and has since been appointed as the US ambassador to the United Nations. Mirzad's historic friendships also extend to the presidential palace in Afghanistan: he used to play bridge with President Karzai's father.

Mirzad, though, denies hindering SanFilipo's work in any way. “This is all gossip,” he says. “There is not a shred of evidence.” But neither he nor the USGS officials could explain why SanFilipo was refused access to Afghanistan during the time in question.

In October 2006, SanFilipo lectured at the annual meeting of the Geological Society of America in Philadelphia, Pennsylvania, on the poor state of mining in Afghanistan. Not long afterwards, he was removed as the project leader for the USGS effort. Since the meeting, he has declined to discuss the issue publicly.

These events set back coal exploration in Afghanistan substantially, say several sources in Afghanistan and the United States, who requested anonymity so they may continue to help the country without reprisals. “It is unforgivable what has happened, a disaster,” says Mary Louise Vitelli, a US attorney in Kabul who has worked extensively in war-torn regions. “Guys like SanFilipo are rare; he produces quality analysis under difficult circumstances.”

Researchers such as Antony Benham (left) and Bob McIntosh (right) are helping to revitalize research at the Afghanistan Geological Survey building (far left).Researchers such as Antony Benham (left) and Bob McIntosh (right) are helping to revitalize research at the Afghanistan Geological Survey building (far left).A. BENHAM

And some scientists with long-term experience in the subcontinent saw the tapping of Mirzad for a reconstruction role as counterproductive — as were other selections by the Bush administration in Afghanistan and Iraq. Jack Shroder, a geologist at the University of Nebraska in Omaha, has worked in Afghanistan for 35 years, conducting glacial, mapping and global-positioning-system studies. He has been integrally involved in the American Institute of Afghanistan Studies, a multidisciplinary organization to foster research. But Shroder says that he and his fellow institute leaders were never consulted about the Bush administration's science policy for Afghanistan. “We were the boots-on-the ground guys — in and out of Afghanistan before the terrorist attacks,” he says. “They completely ignored us; they think academics are all left-wingers.”

Shroder also says that he has repeatedly encountered difficulties dealing with Mirzad, whom he calls a hard-core nationalist. “He didn't want foreigners to get access to maps, even if they were helping,” says Shroder. But Mirzad expressed surprise that he would be seen as an obstructionist. “I believe the only thing that can save Afghanistan is its indigenous wealth. I am completely behind that,” he says.

USGS managers of international programmes, such as Asia project chief Jack Medlin, praise Mirzad for fighting to secure funds for the agency to work in Afghanistan. Even so, the USGS wanted $12 million a year for five years to develop resources in Afghanistan, but scrapes by with about $9 million a year.

On 13 November, the USGS is scheduled to release a status report on minerals in Afghanistan, after some delay. The main coal report isn't to be released until next year, albeit short of data as few USGS scientists have gone to Afghanistan this year. Expatriate Afghan geologist Shah Wali Faryad, now of Charles University in Prague, repeatedly invited USGS scientists to attend a conference on geological opportunities on 15–16 October in Kabul, but the agency didn't respond. Medlin cites security issues as the reason.

Competitive streak

As the coal debacle simmers in the background, bigger questions arise about the Aynak copper project. Nine corporations originally sought the concession, which includes an option on the nearby Darband deposit. By June, the field of contenders had been narrowed to five firms, all mining heavyweights: Strikeforce, part of Russia's largest private employer, the Basic Element Group; China Metallurgical Group, a Chinese government-owned conglomerate based in Beijing; London-based Kazakhmys Consortium, which mines and processes copper in Kazakhstan; Hunter Dickinson of Vancouver, Canada, which mines minerals internationally; and Phelps Dodge, a leading US copper mining firm based in Phoenix, Arizona. An informed source says that a few months ago the favourite of the ministry of mines' technical group was the China Metallurgical Group, with Hunter Dickinson a distant second.

In his critique of the process, Yeager wrote that Afghan expertise wasn't being used to its fullest extent, and that officials controlled by Adel, the mining minister, had too much influence in the process. No economists, attorneys, environmentalists or foreign-affairs specialists had been involved in the technical analysis, he asserted, which violates the laws Afghanistan implemented after the Taliban were ousted. Yeager also noted the importance of the bidders' track records: the top-ranked company has come under fire for poor environmental records in mining in nations other than its native China.

Yeager also contends that the strategic implications of selecting either an Eastern or Western firm have not been addressed. If Afghanistan were to choose a Russian, Kazakh or Chinese bid, Yeager wrote, firms from Western nations might not seek other mineral concessions in the region in the future, fearing that Afghanistan's neighbours may have undue influence.

ADVERTISEMENT

For environmental specialist Daud Saba, a human development adviser to President Karzai, the difficulties with Aynak have been particularly painful. Developing such a rich natural resource should be spearheaded by the country's leading scientists, he feels. “It breaks my heart when I see what is happening,” he says. And unless Afghanistan puts resource development on a steady course, many more hearts may also be broken by the opportunities lost. 

Rex Dalton is a US West Coast correspondent for Nature. This article is part of the Global Theme on Poverty and Human Development, organized by the Council of Science Editors. All articles from the Nature Publishing Group are available free at http://www.nature.com/povhumdev The content from all participating journals can be found at http://www.councilscienceeditors.org/globalthemeissue.cfm

Will Afghanistan become "Saudi Arabia of lithium"?

北二高坍方相關

利用雷達時間序列看北二高坍方區域的“可能”地表變形
1 北二高坍方位置
北二高坍方位置已經有人將照片放置在Google Earth的Panaromio上了. 因此位置不是太難找(Figure 1) , 如果將參考點設置在62號快速道路上, 我們可以針對圖上標示的p1 p5以及c1 c3這幾個點來看其相對速率.
Figure 1: 北二高坍方位

Click here to download:
pastedGraphic.pdf (805 KB)
(download)

置。 黃色標籤為參考點以及測試點位。 圖片取自Google Earth

2 從雷達來看坍方位置上方相對於參考點(ref)的變化
圖的橫軸單位為“日” 0代表2006年9月26日, 最早的時間為2003年11月22日, 而最晚的時間為2008年6月28日. 而縱軸的單位則是mm, 此變化量為雷達側視的斜距變化.
圖2為最靠近高速公路的點(位置參考圖1), 可以看到雖然有一些變化但是趨勢以及量都不明顯, 但是從圖36 可以看出從2005年11月起到2008年中該點附近約有3mm的斜距伸長, 變化量不大, 特別是相對台灣其他地區. 但是在2007年左右開始相對趨勢相當明顯, 並且這些相對變化在非常短距離內產生, 因此雖然誤差相對較大, 還是值得注意.

Click here to download:
pastedGraphic.pdf (17 KB)
(download)

Figure 2: p1 相對於 ref 的雷達斜距隨著時間的變化 8

Click here to download:
pastedGraphic.pdf (17 KB)
(download)

Figure 3: p2 相對於 ref 的雷達斜距隨著時間的變化 8

Click here to download:
pastedGraphic.pdf (17 KB)
(download)

Figure 4: p3 相對於 ref 的雷達斜距隨著時間的變化

Click here to download:
pastedGraphic.pdf (17 KB)
(download)

Figure 5: p4 相對於 ref 的雷達斜距隨著時間的變化

Click here to download:
pastedGraphic.pdf (17 KB)
(download)

Figure 6: p5 相對於 ref 的雷達斜距隨著時間的變化

3 從雷達來看坍方位置附近相對於參考點(ref)的變化
因為誤差稍大以及雷達以及觀測地點的幾何相關問題, 不容易非常直接的看出變化趨勢. 因此選擇了附近可能沒有受到影響 的區域來看相對變化, 結果顯示在圖79中, (位置參考圖1).
由這幾個比對圖可以清楚看出c1與c2與前幾個在崩坍區域內的測試點, 其移動的模式模式不相同, 然而c3則比較類似 坍方地區的移動模式.

Click here to download:
pastedGraphic_7.pdf (17 KB)
(download)

Figure 7: c1 相對於 ref 的雷達斜距隨著時間的變化

Click here to download:
pastedGraphic_8.pdf (17 KB)
(download)

Figure 8: c2 相對於 ref 的雷達斜距隨著時間的變化

Click here to download:
pastedGraphic_9.pdf (17 KB)
(download)

Figure 9: c3 相對於 ref 的雷達斜距隨著時間的變化

Impact Factor of Geoscience Journal

這是地球科學、地質學中常見期刊的Article Influence (from Eigenfactor) 以及Impact Factor(ISI); Article Influence (AI) 也是一個評估期刊不錯的工具,值得提的是,不像impact factor,這是公開並且免費的! 由下方的圖中可以看到,基本上AI以及IF是呈線性關係的(Nature, Science not included in chart)


Journal Article Influce (2008) Impact Factor (2009)
NATURE 17.28 31.43
Science 16.29 28.10
ANNUAL REVIEW OF EARTH AND PLANETARY SCIENCES 6.45 6.36
EARTH-SCIENCE REVIEWS 3.10 6.56
EARTH AND PLANETARY SCIENCE LETTERS 2.37 3.96
GEOLOGY 2.24 3.75
GEOLOGICAL SOCIETY OF AMERICA BULLETIN 1.76 3.35
GEOPHYSICAL RESEARCH LETTERS 1.64 2.96
TECTONICS 1.61 2.70
REMOTE SENSING OF ENVIRONMENT 1.44 3.94
JOURNAL OF GEOPHYSICAL RESEARCH 1.43 3.15
GEOPHYSICAL JOURNAL INTERNATIONAL 1.22 2.22
MARINE GEOLOGY 1.15 2.1
SEDIMENTOLOGY 1.08 1.94
TECTONOPHYSICS 1.07 1.68
MARINE AND PETROLEUM GEOLOGY 1.05 1.36
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING 0.96 2.34
JOURNAL OF SEDIMENTARY RESEARCH 0.94 1.76
GEOLOGICAL MAGAZINE 0.84 1.85
GEOMORPHOLOGY 0.81 2.34
SEDIMENTARY GEOLOGY 0.77 1.74
EARTH SURFACE PROCESSES AND LANDFORMS 0.73 1.78
INTERNATIONAL JOURNAL OF REMOTE SENSING 0.50 1.04
EARTH PLANETS AND SPACE 0.48 0.82
TERRESTRIAL ATMOSPHERIC AND OCEANIC SCIENCES 0.39 0.59

If