Implementing AI in Radiotherapy: Insights From the Healthcare Professions

The potential for artificial intelligence (AI) to transform healthcare has been of growing academic, policy and professional interest. Various studies have reported on the perceptions of the potential for AI in healthcare. However, fewer studies have examined the lived experiences that healthcare professionals (HCPs) have with the use of AI tools. One area where AI has been implemented is in the auto-contouring of organs-at-risk (OAR) for cancer treatment. In this study, we interviewed 32 HCPs involved in cancer treatment using these AI tools, across five different regional cancer centres in England. In contrast to studies that explore professionals' perceptions of the future possibilities of AI-which often focus on fear and concern-our respondents report very positive experiences. We find that the AI tools offer opportunities to enhance their professional autonomy by re-focusing, on what they consider to be more expert activities. Our findings reveal the enduring value of insights from the sociology of the professions in the age of AI, and evidence the importance of a partial discard of tasks. They also show the relevance for emerging sociologies of AI to appreciate both the particularities of the AI tools in use, and the professions and practices at work.

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Publication Details

Journal
Sociology of Health & Illness
Published
2026-04-22
DOI
https://doi.org/10.1111/1467-9566.70190
Primary Topic
Artificial Intelligence in Healthcare and Education
Type
article
Field-Weighted Citation Impact
0.00

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article

Implementing AI in Radiotherapy: Insights From the Healthcare Professions

Angie A. Kehagia, Anna Barnes, Juan I. Baeza, J Hindmarsh
Sociology of Health & Illness
Artificial Intelligence in Healthcare and Education
article

Implementing AI in Radiotherapy: Insights From the Healthcare Professions

Angie A. Kehagia, Anna Barnes, Juan I. Baeza, J Hindmarsh
article en

Abstract

The potential for artificial intelligence (AI) to transform healthcare has been of growing academic, policy and professional interest. Various studies have reported on the perceptions of the potential for AI in healthcare. However, fewer studies have examined the lived experiences that healthcare professionals (HCPs) have with the use of AI tools. One area where AI has been implemented is in the auto-contouring of organs-at-risk (OAR) for cancer treatment. In this study, we interviewed 32 HCPs involved in cancer treatment using these AI tools, across five different regional cancer centres in England. In contrast to studies that explore professionals' perceptions of the future possibilities of AI-which often focus on fear and concern-our respondents report very positive experiences. We find that the AI tools offer opportunities to enhance their professional autonomy by re-focusing, on what they consider to be more expert activities. Our findings reveal the enduring value of insights from the sociology of the professions in the age of AI, and evidence the importance of a partial discard of tasks. They also show the relevance for emerging sociologies of AI to appreciate both the particularities of the AI tools in use, and the professions and practices at work.

Sociology of Health & IllnessVol. 48(4)
King's College London (GB), King's College School (GB)
Department of Health and Social Care, King's College London
Openalex Percentile: Top 14%
Artificial Intelligence in Healthcare and Education
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