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Effects of Audit and Feedback on the Clinical Performance of Physicians Providing Direct-to-Consumer Teleconsultation in China: A 2×2×2 Factorial Randomised Controlled Trial

This 2×2×2 factorial randomized controlled trial in China found that while no single audit and feedback component independently improved physicians' guideline adherence in direct-to-consumer teleconsultation, the synergistic combination of peer ranking and patient feedback significantly enhanced adherence intentions, whereas combining guideline-based feedback with patient feedback reduced intervention acceptability.

Original authors: Dongmei Zhong, Yuting Wan, Yunyun Xie, Xiaoqing Zhu, Huanyuan Luo, Zixiang Wang, Zizhen Huang, Tongkang Peng, Yuyang Zhao, Siyuan Liu, Hajanirina Jade Cheung, Huanyu Hu, Qiuyu Wu, Changchang Li, Dong
Published 2026-08-07
📖 6 min read🧠 Deep dive

Original authors: Dongmei Zhong, Yuting Wan, Yunyun Xie, Xiaoqing Zhu, Huanyuan Luo, Zixiang Wang, Zizhen Huang, Tongkang Peng, Yuyang Zhao, Siyuan Liu, Hajanirina Jade Cheung, Huanyu Hu, Qiuyu Wu, Changchang Li, Dong (Roman) Xu

Original paper licensed under CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/). This is an AI-generated explanation of the paper below. It is not written or endorsed by the authors. For technical accuracy, refer to the original paper. Read full disclaimer

Imagine the internet as a giant, bustling marketplace where people can buy anything from sneakers to advice on how to feel better. In recent years, a special section of this marketplace has exploded: online doctor visits. Instead of waiting in a crowded waiting room, you can tap a screen and chat with a physician from your couch. This is called "Direct-to-Consumer Teleconsultation" (DTCT). It's like having a medical hotline that never sleeps, solving problems like a bad cold or a rash without ever leaving your house.

But here's the tricky part: just because you can buy a product online doesn't mean the seller is always the best at their job. In this digital marketplace, doctors don't have their usual tools like stethoscopes or lab tests, and they don't have a boss standing over their shoulder to make sure they follow the rules. Sometimes, the advice given online isn't as good as it should be. To fix this, scientists use a strategy called "Audit and Feedback." Think of this like a video game replay. After you play a level, the game shows you a scorecard: "You missed this jump," or "You did great here!" The hope is that if you see your score, you'll try harder next time. But does this work for doctors on the internet? And if you give them a scorecard, should it compare them to other doctors, show them the rulebook, or just tell them what the "customer" thought? That is the big question this study tries to answer.

The Experiment: A Recipe for Better Online Care

The researchers set up a massive, clever experiment involving 152 real doctors working on three major Chinese online health platforms. They wanted to test three different "ingredients" to see which one (or which combination) would make doctors want to follow medical rules more closely in their next online visit.

They treated the feedback report like a customizable recipe. Every doctor got a basic report showing how they did on a specific case. Then, the researchers randomly added one or more of these three special ingredients to the mix:

  1. The "Peer Ranking" Ingredient: This told the doctor, "You are in the top 70% of doctors for this specific illness," or "You are in the bottom 30%." It's like a leaderboard in a video game showing where you stand compared to your friends.
  2. The "Rulebook" Ingredient: This gave specific, detailed feedback based on official medical guidelines. It was like a coach pointing out exactly which moves were wrong and which were right, citing the official manual.
  3. The "Customer Review" Ingredient: This included scores based on how the "patient" (who was actually a trained actor in this study) felt about the visit. It's like the star rating you see on a restaurant app.

The scientists used a "2×2×2 factorial design," which is a fancy way of saying they tested every possible combination of these ingredients. Some doctors got just the leaderboard, some got just the rulebook, some got just the customer review, and some got a mix of all three. They then asked the doctors, "On a scale of 0 to 100, how likely are you to follow the rules next time?" and "How much did you like receiving this feedback?"

What They Found: The Magic is in the Mix

The results were surprising and taught the team that there is no single "magic bullet" ingredient.

First, the study found that no single ingredient worked on its own. Giving a doctor just a leaderboard didn't significantly change their mind. Giving them just the rulebook didn't do it either. Even giving them just the customer review didn't make a huge difference by itself. It was as if the doctors were looking at a single clue and thinking, "Hmm, that's interesting, but I'm not sure what to do with it."

However, when they started mixing the ingredients, things got interesting.

  • The Power Duo: When they combined the Peer Ranking (the leaderboard) with the Customer Review (the patient's opinion), something magical happened. The doctors' intention to follow the rules jumped up significantly. It seems that when a doctor sees both "where they stand among peers" and "what the customer thinks," it creates a powerful double-whammy of motivation. It's like a player seeing both their high score and a fan cheering for them; the combination pushes them to play even better.
  • The Clash: On the flip side, when they mixed the Rulebook (official guidelines) with the Customer Review, the doctors actually liked the feedback less. The study suggests that mixing strict, expert medical rules with subjective customer opinions can be confusing or annoying for doctors. It's like a chef being told, "The recipe says you need 2 cups of flour," while a customer yells, "I think it tastes better with 3!" The two messages fight each other, making the chef feel less confident and less happy with the feedback.

The Takeaway

The study concludes that you can't just throw one type of feedback at a doctor and expect them to change. The "secret sauce" for improving online medical care isn't a single tool, but rather how you combine them. To get doctors to follow the rules, showing them where they stand compared to their peers along with what patients think seems to work best. However, you have to be careful not to mix strict expert rules with customer opinions in the same message, as that might just make the doctors roll their eyes.

The researchers also noted that keeping track of these online doctors is hard; about 24% of the doctors they tried to contact had already left the platforms by the time the study finished. This suggests that the online medical world is very fast-paced, and any system to improve quality needs to be quick and adaptable. While this study didn't prove that patient health outcomes improved (since it measured what doctors said they would do, not what they actually did), it provides a clear map for how to design better feedback systems in the future. It suggests that in the digital doctor's office, the best way to encourage good behavior is to show doctors they are part of a community and that their patients are watching, but to keep the expert rulebook separate from the customer reviews.

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