Using AI in evidence synthesis safely
Manual research reviews often miss key data. Learn how the new RAISE framework ensures AI transparency while keeping human researchers accountable.
Using AI in evidence synthesis safelyのベスト引用
The technology might be disruptive, but our standards are non-negotiable. You can use AI, but the human researcher stays 100% accountable for every single finding.
このオーディオレッスンはBeFreedコミュニティメンバーが作成しました
Position Statement on Artificial Intelligence (AI) Use in Evidence Synthesis Across Cochrane, the Campbell Collaboration, JBI, and the Collaboration for Environmental Evidence 2025 https://onlinelibrary.wiley.com/doi/10.1002/cl2.70074
よくある質問
The human researcher remains 100% accountable for every finding, method, and piece of content generated, even if an AI tool was used. According to the joint position statement from Cochrane, Campbell, JBI, and the CEE, researchers cannot blame an algorithm for errors or "hallucinations." This "human-in-the-loop" model requires authors to co-sign every output and be prepared to answer for the integrity of the data, acting as the final filter for all machine-generated judgments.
RAISE stands for the Responsible use of AI in evidence SynthEsis. It is a systemic framework designed to ensure transparency and rigor when advanced technologies are used in research. It maps out specific responsibilities for the entire ecosystem, including tool developers, methodologists, and publishers. For researchers, it mandates clear disclosure of how AI was used; for developers, it requires "giving the receipts" by providing public information about training data, potential biases, and system limitations.
Disclosure is required whenever AI makes or suggests a scientific judgment, such as screening abstracts, extracting data, or synthesizing qualitative findings. Low-risk tasks, such as using basic scripts for spelling and grammar checks, generally do not need to be listed. However, for more substantive tasks, researchers must provide a "biography" of the AI usage, including the tool's name, version, platform, and a justification for why that specific tool was appropriate for the research question.
To counter the "black box" nature of AI—where the logic between input and output is hidden—researchers must practice "active skepticism." This involves validating the tool through piloting or calibration, such as comparing AI results against human results in a small sample. Furthermore, researchers are encouraged to make their "prompts," code, and datasets publicly available so that the logic used to reach a conclusion is visible and can be critiqued by the wider scientific community.
Researchers must weigh the gains in speed and efficiency against the potential risks of error and the "upfront investment" of time required to validate the tool. While AI can mitigate human error—such as the 13% risk of a single human missing a relevant study during screening—it can also introduce systemic biases based on its training data. Additionally, the framework encourages researchers to consider the environmental and social costs, such as the high energy consumption required to run large language models.
もっと発見
AI: weigh benefits & risks
AI: weigh benefits & risks
As AI rapidly transforms every sector from healthcare to education, understanding its true potential and risks has become essential for informed citizenship and professional relevance. This learning plan equips anyone—whether business leaders, policymakers, students, or concerned citizens—with the critical thinking framework needed to navigate our AI-integrated future responsibly and effectively.
Ai governance
Ai governance
As AI integrates into every sector, understanding its ethical risks and regulatory requirements is no longer optional for leaders. This plan is designed for professionals and policymakers who need to bridge the gap between AI innovation and responsible oversight.
AI Decision Models: Constraints & Failures
AI Decision Models: Constraints & Failures
As AI systems increasingly make consequential decisions in healthcare, finance, and public safety, understanding their limitations becomes critical. This plan equips professionals and decision-makers with the knowledge to evaluate AI systems realistically and build more reliable models that avoid common pitfalls.
Master Effective AI Use in the Organization
Master Effective AI Use in the Organization
As AI reshapes the global economy, leaders must move beyond basic awareness to strategic execution. This plan is designed for executives and managers who need to bridge the gap between technical potential and organizational reality while ensuring ethical oversight.
Learn AI
Learn AI
As AI reshapes every industry, understanding its technical mechanics and ethical boundaries is no longer optional for modern professionals. This plan is ideal for aspiring developers and tech leaders who want to move from basic awareness to building sophisticated, responsible autonomous systems.
AI Tech & Use Case Trends
AI Tech & Use Case Trends
As AI rapidly transforms industries and society, professionals need both technical understanding and strategic insight to leverage these technologies effectively. This learning plan equips business leaders, technologists, and decision-makers with essential knowledge to evaluate AI opportunities, implement solutions, and navigate ethical considerations in an AI-driven world.
To learn about AI literacy.
To learn about AI literacy.
As artificial intelligence reshapes every industry, understanding its mechanics and ethical implications is no longer optional. This plan is designed for professionals and curious learners who want to move beyond the hype to develop a balanced, technical, and strategic perspective on AI.
Learn to use AI effectively
Learn to use AI effectively
As AI transforms every industry and job function, knowing how to effectively leverage these tools is becoming as essential as digital literacy itself. This learning path is designed for professionals at any level who want to stay relevant, multiply their productivity, and position themselves strategically in an AI-powered future rather than being left behind by it.
"Instead of endless scrolling, I just hit play on BeFreed. It saves me so much time."
"I never knew where to start with nonfiction—BeFreed’s book lists turned into podcasts gave me a clear path."
"Perfect balance between learning and entertainment. Finished ‘Thinking, Fast and Slow’ on my commute this week."
"Crazy how much I learned while walking the dog. BeFreed = small habits → big gains."
"Reading used to feel like a chore. Now it’s just part of my lifestyle."
"Feels effortless compared to reading. I’ve finished 6 books this month already."
"BeFreed turned my guilty doomscrolling into something that feels productive and inspiring."
"BeFreed turned my commute into learning time. 20-min podcasts are perfect for finishing books I never had time for."
"BeFreed replaced my podcast queue. Imagine Spotify for books — that’s it. 🙌"
"It is great for me to learn something from the book without reading it."
"The themed book list podcasts help me connect ideas across authors—like a guided audio journey."
"Makes me feel smarter every time before going to work"
"Instead of endless scrolling, I just hit play on BeFreed. It saves me so much time."
"I never knew where to start with nonfiction—BeFreed’s book lists turned into podcasts gave me a clear path."
"Perfect balance between learning and entertainment. Finished ‘Thinking, Fast and Slow’ on my commute this week."
"Crazy how much I learned while walking the dog. BeFreed = small habits → big gains."
"Reading used to feel like a chore. Now it’s just part of my lifestyle."
"Feels effortless compared to reading. I’ve finished 6 books this month already."
"BeFreed turned my guilty doomscrolling into something that feels productive and inspiring."
"BeFreed turned my commute into learning time. 20-min podcasts are perfect for finishing books I never had time for."
"BeFreed replaced my podcast queue. Imagine Spotify for books — that’s it. 🙌"
"It is great for me to learn something from the book without reading it."
"The themed book list podcasts help me connect ideas across authors—like a guided audio journey."
"Makes me feel smarter every time before going to work"
"Instead of endless scrolling, I just hit play on BeFreed. It saves me so much time."
"I never knew where to start with nonfiction—BeFreed’s book lists turned into podcasts gave me a clear path."
"Perfect balance between learning and entertainment. Finished ‘Thinking, Fast and Slow’ on my commute this week."
"Crazy how much I learned while walking the dog. BeFreed = small habits → big gains."
"Reading used to feel like a chore. Now it’s just part of my lifestyle."
"Feels effortless compared to reading. I’ve finished 6 books this month already."
"BeFreed turned my guilty doomscrolling into something that feels productive and inspiring."
"BeFreed turned my commute into learning time. 20-min podcasts are perfect for finishing books I never had time for."
"BeFreed replaced my podcast queue. Imagine Spotify for books — that’s it. 🙌"
"It is great for me to learn something from the book without reading it."
"The themed book list podcasts help me connect ideas across authors—like a guided audio journey."
"Makes me feel smarter every time before going to work"
"Instead of endless scrolling, I just hit play on BeFreed. It saves me so much time."
"I never knew where to start with nonfiction—BeFreed’s book lists turned into podcasts gave me a clear path."
"Perfect balance between learning and entertainment. Finished ‘Thinking, Fast and Slow’ on my commute this week."
"Crazy how much I learned while walking the dog. BeFreed = small habits → big gains."
"Reading used to feel like a chore. Now it’s just part of my lifestyle."
"Feels effortless compared to reading. I’ve finished 6 books this month already."
"BeFreed turned my guilty doomscrolling into something that feels productive and inspiring."
"BeFreed turned my commute into learning time. 20-min podcasts are perfect for finishing books I never had time for."
"BeFreed replaced my podcast queue. Imagine Spotify for books — that’s it. 🙌"
"It is great for me to learn something from the book without reading it."
"The themed book list podcasts help me connect ideas across authors—like a guided audio journey."
"Makes me feel smarter every time before going to work"
