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May 29, 2026Journal of Clinical Oncology0 citations

Natural language processing chatbot and continuous activity monitoring in a phase II randomized trial: Impact on hospitalizations and quality of life.

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CHCasey HollawellAPAbigail PepinSAScott Appel

Key Result

Continuous activity monitoring with an AI-driven chatbot significantly reduced hospitalizations compared to nursing triage (11% vs 39%, p=0.01) but resulted in inferior global quality of life.

Key Points

  • The aim is to determine if a chatbot combined with activity monitoring can reduce hospitalizations and enhance quality of life during chemotherapy and radiotherapy.
  • Patients undergoing CRT for head and neck, gastrointestinal, or thoracic cancers were randomized into nursing triage or chatbot triage arms.
  • Continuous activity monitoring was employed using a Fitbit device to track heart rate and step count.
  • Logistic regression controlled for ECOG and sex while analyzing hospitalizations and quality of life metrics.
  • Chatbot arm had significantly fewer hospitalizations (11% vs 39%, p=0.01).
  • Logistic regression showed chatbot users (p=0.0125) and ECOG 0 (p=0.0131) had lower hospitalization likelihood.
  • Both arms experienced declines in global quality of life during CRT, with chatbot subjects reporting significantly poorer cognitive (p=0.005) and physical functioning (p=0.02).

Study Design

Type

RCT (n=77)

Multicenter

No

Structured PICO

Does continuous activity monitoring with an AI-driven chatbot reduce hospitalizations and improve quality of life in patients receiving concurrent chemoradiotherapy compared to nursing triage?

P
Population
72 patients undergoing concurrent chemoradiotherapy (CRT) for head and neck, gastrointestinal, or thoracic cancers at a single urban institution, median age 59 years.
I
Intervention
Continuous activity monitoring (CAM) via Fitbit combined with AI-driven chatbot triage with as-needed symptom assessments.
C
Comparator
Continuous activity monitoring (CAM) via Fitbit combined with nursing triage (prompting a nursing assessment within 1 business day).
O
Outcome
Hospitalizations during CRT and one month post treatment, and Quality of Life (EORTC C30).

While an AI-driven chatbot combined with continuous activity monitoring reduced hospitalizations in patients undergoing chemoradiotherapy, it resulted in inferior quality of life compared to human nursing triage.

Main Result

Absolute Event Rate: 11% vs 39%

p-value: p=0.01

Abstract

12132 Background: Toxicities associated with concurrent chemoradiotherapy (CRT) can lead to hospitalizations and impaired quality of life (QoL). This study reports on secondary endpoints investigating whether combining continuous activity monitoring (CAM) with an AI-driven chatbot can support symptom identification, triage, reduce hospitalizations, and improve QoL. Methods: Patients receiving CRT for head and neck (H 39%, n=14 nursing triage, p=0.01). On logistic regression, subjects on the chatbot arm (p=0.0125) and those who had ECOG 0 (p=0.0131) were less likely to be hospitalized. In both arms, global QoL/health, fatigue, and physical, social, cognitive, and emotional functioning declined during CRT. Chatbot subjects had significantly inferior global QoL/Health status (p=0.049), cognitive functioning (p=0.005), and physical functioning (p=0.02) vs nursing triage. Conclusions: Patients undergoing CRT experience functional decline. While AI-driven chatbots may reduce hospitalizations, they are not a perfect substitute for a compassionate healthcare team. An analysis of alerts and triage visits will be reported with our primary endpoint.

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Cite This Study

Hollawell et al. (2026) conducted an RCT in Head and neck, gastrointestinal, or thoracic cancers undergoing concurrent chemoradiotherapy (n=77). Continuous activity monitoring with AI-driven chatbot triage vs. Continuous activity monitoring with nursing triage was evaluated on Hospitalizations during CRT and one month post treatment (p=0.01). Continuous activity monitoring with an AI-driven chatbot significantly reduced hospitalizations compared to nursing triage (11% vs 39%, p=0.01) but resulted in inferior global quality of life.

synapsesocial.com/papers/6a192f88fab5b468c4418bcbhttps://doi.org/10.1200/jco.2026.44.16_suppl.12132
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