Silicon Valley Meets the Stethoscope: Preparing for a Career in Technology-First Medicine
DOI:
https://doi.org/10.65539/zhq2wc15Keywords:
Technology-first health care, Healthcare TechnologyAbstract
Since the COVID-19 pandemic, technology-first healthcare companies have expanded rapidly, signaled most visibly by Amazon's $3.9 billion acquisition of One Medical in 2023. Defined by proprietary electronic health records, hybrid subscription and fee-for-service payment models, and a consumer-driven approach to care delivery, these companies represent a shift in how primary care is structured and who is accountable for patient outcomes. In this commentary, we define this evolving type of healthcare. I also examine their promises and limitations. They self-publish metrics suggesting meaningful positive patient outcomes and engagement. However, their figures remain lack peer review and prioritize short-term satisfaction over the longitudinal outcomes tracked by standardized measures such as HEDIS. I also consider how a healthcare model that may prioritize investor returns over the patient-physician relationship central to medical training can shape the kinds of physicians we choose to become. This commentary concludes with a call for medical students and trainees to critically engage with technology-first healthcare, thinking about what is at stake for patients and for the profession.
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1. Carbon Health. Extraordinary patient outcomes from our diabetes program. Carbon Health. Published November 30, 2022. Page not found as of March 31, 2026. https://carbonhealth.com/blog-post/extraordinary-patient-outcomes-from-our-diabetes-program.
2. Hoff T, Prout K. Comparing Retail Clinics With Other Sites of Care: A Systematic Review of Cost, Quality, and Patient Satisfaction. Med Care. 2019 Sep;57(9):734-741. doi: 10.1097/MLR.0000000000001164. PMID: 31274781.
3. Pereira Gray DJ, Sidaway-Lee K, White E, Thorne A, Evans PH. Continuity of care with doctors-a matter of life and death? A systematic review of continuity of care and mortality. BMJ Open. 2018 Jun 28;8(6):e021161. doi: 10.1136/bmjopen-2017-021161. PMID: 29959146; PMCID: PMC6042583.
4. Gotler RS, Snyder B, Smith CK, et al. Medical Students' Views of the Future in a Rapidly Changing World. Fam Med. 2024;56(9):541-547. doi:10.22454/FamMed.2024.918294
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Copyright (c) 2026 Kaley Qin (Author)

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