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This lecture by the instructor Saul Perlmutter discusses the importance of credibility in scientific reality, emphasizing the need to move beyond relying solely on famous authorities. It delves into the methodology developed by science over the centuries to enhance our understanding of reality, highlighting the role of tools and techniques in overcoming human cognitive biases. The lecture explores the parallels between the challenges faced in science and those encountered in ascertaining truth on the Web, advocating for the adoption of scientific thinking tools. It also touches on the concept of blind analysis as a method to combat bias and error in various fields. The presentation concludes by proposing the application of scientific methodologies to enhance credibility and critical thinking in web content.