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Patients more willing to return when AI assists doctors after a failure, two experiments find

Study title: Work with or work alone? How AI involvement in healthcare consultations shapes consumer responses to service failure

Evidence type
Controlled or validated comparison
Sources
1 sourcePeer-reviewed
Published
1 min read
Truvace record
TRV-2026-2671cite or check it

Study title: Work with or work alone? How AI involvement in healthcare consultations shapes consumer responses to service failure

Two experiments examined how much AI should be involved in healthcare consultations when the service goes wrong. After a service failure, consumers said they were more likely to use the service again if AI assisted a physician than if the consultation was human-only.

Read the study abstract

As artificial intelligence (AI) becomes increasingly integrated into healthcare services, an important question emerges: should AI be deployed to work with humans physicians' or autonomously to provide healthcare services? This research examines how varying levels of AI involvement influence consumer reactions following healthcare service failures. Across two experiments, results show that when AI assists physicians, consumers report greater intention to reuse the service compared to a human-only medical consult…

61Gain side

How the two sides scoreClose call

60Problem side

The gain

In two experiments on healthcare service failures, consumers reported greater intention to reuse a consultation in which AI assisted the physician than one with a human physician alone.

The problem

In the same two experiments on healthcare service failures, consumers' intention to reuse the service decreased when AI worked autonomously without the physician's oversight.

A fixed formula sets both scores from the evidence and its sources. Reader votes don’t move them.

What the scores mean

G is the gain side, out of 100. It goes up when the gain is specific, when it measurably helped people and when the sources behind it are strong.

P is the problem side, out of 100. It goes up when the problem is specific, when it measurably hurt people and when the sources behind it are strong.

In brief

Reuse intention fell when AI worked autonomously without physician oversight. Mediation analyses found that trust, rather than attribution of responsibility, drove these differences.

The benefit of AI assistance appeared only among consumers low in AI-related anxiety. The authors frame the results as guidance for healthcare providers deciding how to integrate AI while keeping consumer trust and continued use.

Main points

  1. Two experiments tested varying levels of AI involvement in healthcare consultations after a service failure.
  2. AI assisting a physician raised reuse intention compared with a human-only consultation.
  3. Autonomous AI without physician oversight lowered reuse intention.
  4. Trust, not responsibility attribution, mediated the effects.
  5. The benefit of AI assistance appeared only among consumers low in AI-related anxiety.

The full story

The research compared consumer reactions to healthcare service failures under different arrangements: a human-only physician, a physician assisted by AI, and AI working autonomously. The outcome measured was intention to reuse the service.

Mediation analyses tested two explanations, trust and responsibility attribution, and found trust drove the effects. The findings also showed that AI-related anxiety moderated the results, with assistance helping only low-anxiety consumers.

What this doesn’t fix

The benefit of AI assistance emerged only among consumers low in AI-related anxiety, and the results measure reuse intention in experiments rather than actual patient behaviour.

Sources

1 on file
  1. Journal of Retailing and Consumer Servicesdoi:10.1016/j.jretconser.2026.105004
    Peer-reviewed2026-07-31

Talk it over

Four questions to start onThis record found a gain and a problem in the same place. Which matters more to you, and who might answer differently?

Start with a question

Patients more willing to return when AI assists doctors after a failure, two experiments findhttps://truvace.com/item/work-with-or-work-alone-how-ai-involvement-in-healthcare-consultations-shapes-co

  1. This record found a gain and a problem in the same place. Which matters more to you, and who might answer differently?

    The gain In two experiments on healthcare service failures, consumers reported greater intention to reuse a consultation in which AI assisted the physician than one with a human physician alone.

    The problem In the same two experiments on healthcare service failures, consumers' intention to reuse the service decreased when AI worked autonomously without the physician's oversight.

    Answer in the thread

  2. How do we know? What can this kind of evidence show, and what can’t it?

    The evidence This rests on a controlled comparison, from Journal of Retailing and Consumer Services.

    Answer in the thread

  3. What does it leave open? What else would you want to know before acting on it?

    The record’s own caveat The benefit of AI assistance emerged only among consumers low in AI-related anxiety, and the results measure reuse intention in experiments rather than actual patient behaviour.

    Answer in the thread

  4. Have you seen AI used this way where you study, work or live? Did it go the same way?

    Answer in the thread

The questions are the same on every record. The details under them are taken from this record as written.

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