Why is Image Integrity a Problem in Peer Reviewed Journal Articles?
While most researchers understand the importance of image integrity, such issues are prevalent in publishing. Around a third of peer-reviewed journal articles are flagged for image-related issues. These issues are difficult to detect with the naked eye, placing most life science researchers at risk of publishing manuscripts with image issues.
While image integrity issues are often unintentional, not using the appropriate tools to resolve them before publication can be detrimental to the researchers' reputation. Publishers may reject the paper without disclosing a reason.
Alternatively, if a paper is published with the image issues, others in the community may flag the issue, either on social media or PubPeer. This can lead to costly investigations and lasting reputational damage, making it much more difficult to gain funding, publish content in the future and progress in your scientific career.
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How Proofig AI Ensures Image Integrity as an AI Research Assistant
Proofig AI was created by researchers, for researchers. Acting as an AI research assistant, it arose from a deep understanding of the need for accuracy and image integrity in scientific publications, with a strong motivation to support you in bringing your best work into the world. By detecting potential issues such as image duplication and other common issues, Proofig AI helps maintain the highest standards of scientific integrity.
Proofig AI is the ultimate smart solution that:
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Seamlessly integrates into a researcher’s existing pre-submission process to automate image checks.
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Identifies and analyzes sub-images, flagging potential errors to help researchers address and prevent issues before manuscript submission.
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Supports the manuscript submission protocol for researchers prior to submission, preventing the risk of mistakes and potential manuscript rejection.
In addition to supporting researchers, Proofig AI offers tools for publishers , comprehensive solutions for research institutions , and advanced assistance for research ethics committees
Why Proofig AI is the Best AI Tool for Research
Proofig AI stands out among research tools due to its advanced image checking capabilities, user-friendly interface, and seamless integration into existing workflows. It provides researchers with unparalleled accuracy in detecting image issues, making it the preferred choice for ensuring image integrity in scientific publications.
Researchers Benefit from the Best AI Tool for Research:
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Automatic and Fast Analysis: Proofig AI can analyze a large number of images quickly, providing detailed reports in minutes.
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Comprehensive Detection: The system detects a wide range of issues, from plagiarism and duplication to intricate manipulations.
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Considerable Time and Effort Savings: Minimizes the risk of post-publication critiques, saving valuable time and resources for researchers.
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Confidential and Secure: All analyses are conducted on private, secure servers, ensuring the confidentiality of the research data.
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Integration with Workflow: Proofig AI seamlessly integrates into your existing pre-submission process, acting as the best AI tool for research to reduce the risk of retractions and uphold your reputation.
How Proofig AI Ensures Image Integrity:
Proofig AI leverages advanced machine learning techniques, functioning as an AI image checker to ensure image integrity in scientific papers by identifying various forms of image issues. By detecting issues such as image duplication, manipulation, and plagiarism, Proofig AI ensures that your work is original and adheres to ethical standards.
Researchers can check their manuscript, confidentially and automatically, in four simple steps:
1. Upload Your Manuscript
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Researchers begin by uploading their PDF manuscript to the Proofig platform. The system extracts all images and sub-images from the manuscript for analysis.
2. Analyze for Integrity Issues
Proofig AI analyzes the manuscript for multiple types of image issues:
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Detection of Reuse from Published Manuscripts: By accessing PubMed’s Source database, which contains tens of millions of images, Proofig can identify reused sub-images, commonly known as plagiarism.
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Duplication and Reuse Within a Manuscript: Proofig identifies duplication or reuse of sub-images within the same manuscript. This includes detecting instances of scaling, rotation, flipping, full and partial overlap, ensuring each image is unique.
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Alteration and Manipulation: The system detects alterations or manipulations within a single sub-image, such as cloning, editing, deletion, and splicing, ensuring the authenticity of each sub-image.
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Detection of AI-Generated Images: Proofig AI identifies images created by the most widely used AI model. Proofig is committed to continually evolving and expanding its feature set to include new models, ensuring we stay ahead in the race to protect scientific integrity. Take Our Quiz To Test Yourself
3. Validate and Review Results
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Researchers can check the detected sub-images and validate the results. They can then review any suspected issues flagged by Proofig AI.
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The system highlights suspected integrity issues, allowing researchers to add only relevant findings to the final report. Proofig also provides advanced further investigation tools to help users make well-informed decisions.
4. Generate a Comprehensive Report
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Proofig AI processes the selections and produces a comprehensive report in minutes. The report includes both a page view of the suspected issue and a detailed view of each confirmed issue.
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The report helps in ensuring the integrity of the scientific images before submission.
By utilizing these advanced capabilities, Proofig AI ensures that researchers can maintain the highest standards of image integrity in their scientific publications.
Data Privacy and Security
At Proofig, we prioritize the privacy and security of our users' data. We want to make it unequivocally clear that:
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Training Data: Our system is trained exclusively using material we have developed and open-source content designated for commercial use, ensuring compliance with legal and ethical standards.
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User Data: We do not use any data from user-uploaded manuscripts to train our models or algorithms. User-uploaded data is analyzed solely to detect image integrity issues within the submitted manuscript and generate the corresponding report.
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Confidentiality: All analyses are conducted on private, secure servers. Your manuscripts and reports remain fully confidential and are not used for any other purposes.
By adhering to these strict data privacy and security protocols, Proofig ensures that your data is protected while maintaining the highest standards of image integrity analysis.
Proofig AI is trusted by leading publishers, research institutes, and researchers
Discover how Proofig AI is advancing Research Integrity on our Homepage.
For more information, visit our FAQ about peer-reviewed articles and explore pricing for our AI Research Tool.
"Significant damage is caused by image duplication even when they are innocent mistakes. Therefore, I'm happy to provide my department with the peace of mind that comes with knowing our manuscripts' images have been properly verified pre-publication using Proofig, and only manuscripts with no mistakes will follow for publication".
Professor Ofer Mandelboim
Head of the Department of Immunology and Cancer Research
Hebrew University Faculty of Medicine, Israel
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