Curriculum vitae

An MD, an MSc in Economics and Business Administration, an MSc in Technology underway, a PhD with its defence in December 2026, and four peer-reviewed articles.

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  1. 2024-present

    Work

    Research Physician

    Mehiläinen, Helsinki

    • Mehiläinen, founded in 1909, provides healthcare and social care in Finland, Sweden, Germany, Lithuania, Estonia, Romania and Serbia (as Meliva outside Finland), and digital health software through its subsidiary BeeHealthy.
    • Research Physician in Public Health Services since October 2026, working across several teams.
    • Previously Development Doctor (2024-2025) and Research Physician (2025) in data-driven clinical development.
    • Integrating AI and analytics into clinical processes while keeping part-time clinical work.
  2. 2026-present

    Work

    eHealth Advisory Committee member

    Finnish Medical Association, Helsinki

  3. 2025-present

    Education

    PhD in Medicine (Doctoral Programme in Clinical Research)

    University of Helsinki, Helsinki

    • Large language models in multilingual clinical environments (GenAID project, GAINS consortium).
    • Supervisors: Assoc. Prof. Ville Vartiainen, Assoc. Prof. Enni Sanmark, Assoc. Prof. Olli Tapiola.
    • Defence in December 2026.
  4. 2025-present

    Education

    MSc in Technology

    Aalto University, Espoo

    • Major: Life Science Technologies. Coursework in AI, machine learning, deep learning and stochastic methods.
  5. 2025-present

    Work

    Researcher (Tutkijalääkäri)

    University of Helsinki, Helsinki

    • Part-time research post in the GenAID group, alongside the PhD.
  6. 2026

    Work

    General Practitioner

    Harjun terveys (part of Mehiläinen), Lahti

    • Nine months as a GP, a mandatory part of Finnish specialist training.
  7. 2025

    Recognition

    Scientific Trailblazer, Terveysalan vaikuttajat

    Finnish Medical Society Duodecim, Helsinki

  8. 2021-2025

    Education

    MSc in Economics and Business Administration

    Hanken School of Economics, Helsinki

    • Major: Finance. Minor: Management and Organization.
  9. 2023-2025

    Work

    Emergency Physician

    Meilahti Emergency Department, Helsinki

  10. 2018-2024

    Education

    Medical Doctor (MD)

    University of Bergen, Bergen, Norway

    • Exchange at Karolinska Institutet.
  11. 2022-2023

    Work

    Deputy GP, Junior House Officer, Deputy Doctor in Training

    Viiskulma Health Center, HUS Clinical Genetics, Laakso Hospital, Helsinki

    • Built a bank of 50+ documentation templates that improved documentation and onboarding at Viiskulma.

Publications

  1. 2026

    Predictors of visual acuity, intraocular pressure and pain in neovascular glaucoma (opens in a new tab)

    Acta Ophthalmologica. Simons G, von Fersen M, Dahlberg A, Vartiainen V, Summanen P, Harju M.

  2. 2026

    Clinical note comparison and data retrieval via embedding vectors: model selection, metrics, and convergence (opens in a new tab)

    International Journal of Medical Informatics. Dahlberg A, Tapiola O, Luisto R, Puranen T, Sanmark E, Vartiainen V.

  3. 2026

    Measuring the quality of AI-generated clinical notes: a systematic review and experimental benchmark of evaluation methods (opens in a new tab)

    Artificial Intelligence in Medicine. Dahlberg A, Käenniemi T, Winther-Jensen T, Tapiola O, Luisto R, Puranen T, Gordon M, Sanmark E, Vartiainen V.

  4. 2025

    Cost minimization analysis of digital-first healthcare pathways in primary care (opens in a new tab)

    npj Digital Medicine. Dahlberg A, Jukarainen S, Kaartinen T, Orre P.

  5. 2025

    Digivastaanotto säästää kustannuksia perusterveydenhuollossa (opens in a new tab)

    Lääketieteellinen Aikakauskirja Duodecim 141(21). Dahlberg A, Jukarainen S, Kaartinen T, Orre P.

Languages

Swedish, Finnish, English, Norwegian: full professional proficiency.

Methods

Python, R, Machine learning.

Also

Former member of the Youth National Sailing Team of Finland.