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Chatbot Outreach in Value-Based Preventive Care: Retrospective Analysis.

Jincy Chacko1,2, Yuane Jia3, Kimon Stathakos1

  • 1Northwell Health, New Hyde Park, NY, United States.

JMIR Medical Informatics
|February 12, 2026
PubMed
Summary
This summary is machine-generated.

Phone outreach remains most effective for closing preventive care gaps, though chatbots show promise for specific groups like diabetic patients. Tailored strategies are key for value-based care.

Keywords:
chatbot outreachdigital healthhealth communicationshealth equity, preventive care gapsvalue-based care

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Area of Science:

  • Health Services Research
  • Digital Health
  • Preventive Care

Background:

  • Value-based care necessitates proactive strategies to close preventive care gaps.
  • Patient engagement is hindered by logistical, behavioral, and socioeconomic barriers.
  • Digital outreach, like chatbots, offers potential but requires comparative effectiveness studies.

Purpose of the Study:

  • To evaluate chatbot outreach effectiveness versus traditional methods (phone, email, mail, multichannel) for preventive screenings and wellness visits.
  • To compare compliance rates across different outreach modalities.

Main Methods:

  • Retrospective study of 50,145 care gaps from 41,959 participants (2021-2023) in New York.
  • Outreach methods included chatbot SMS, phone calls, email, and mail.
  • Logistic regression and chi-square analyses examined associations between outreach, demographics, PCP relationship, and social vulnerability index (SVI).

Main Results:

  • Phone outreach yielded higher compliance overall.
  • Chatbots outperformed phone calls only for diabetes care in 2023 (OR 1.81).
  • Primary care physician continuity strongly predicted gap closure; higher SVI quartiles generally correlated with lower compliance, with exceptions in primary care.

Conclusions:

  • Outreach modality significantly impacts preventive care adherence.
  • Phone outreach is generally most effective, but chatbots have targeted applications.
  • Integrated, equity-informed strategies combining technology, patient preferences, and primary care are crucial for value-based care.