What The Science Says:
An examination of the papers that critics claim refute the consensus are found to actually endorse the consensus or are review papers (eg - they don't offer any new research but merely review other papers). This led the original critic Benny Peiser to retract his criticism of Oreskes' study.
Climate Myth: Naomi Oreskes' study on consensus was flawed
The claim of “consensus” rests almost entirely on an inaccurate and now-outdated single page comment in the journal Science entitled The Scientific Consensus on Climate Change (Oreskes 2004). Benny Peiser conducted a search of peer-reviewed literature on the ISI Web of Science database between 1993 and 2003. Dr. Peiser’s research demonstrated that several of the abstracts confounded Oreskes’ assertion of unanimity by explicitly rejecting or casting doubt upon the notion that human activities are the main drivers of the observed warming over the last 50 years. (source: Consensus? What Consensus?)
In 2004, Naomi Oreskes performed a survey of all peer reviewed abstracts on the subject "global climate change" published between 1993 and 2003. She surveyed the ISI Web of Science database, looking only at peer reviewed, scientific articles. The survey failed to find a single paper that rejected the consensus position that global warming over the past 50 years is predominantly anthropogenic. 75% of the papers agreed with the consensus position while 25% made no comment either way (eg - focused on methods or paleoclimate analysis).
Benny Peiser repeated Oreskes survey and claimed to have found 34 peer reviewed studies rejecting the consensus. However, an inspection of each of the 34 studies reveals most of them don't reject the consensus at all. The remaining articles in Peiser's list are editorials or letters, not peer-reviewed studies. Peiser has since retracted his criticism of Oreskes survey:
"Only [a] few abstracts explicitly reject or doubt the AGW (anthropogenic global warming) consensus which is why I have publicly withdrawn this point of my critique. [snip] I do not think anyone is questioning that we are in a period of global warming. Neither do I doubt that the overwhelming majority of climatologists is agreed that the current warming period is mostly due to human impact."
Despite Peiser's retraction, the same argument was repeated by the Viscount Monckton of Benchley (and plagiarised by Schulte). Here are the five studies Monckton claims Oreskes should've included in her survey as rejecting the consensus position:
Intermediate rebuttal written by John Cook
Update July 2015:
Here is a related lecture-video from Denial101x - Making Sense of Climate Science Denial
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