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This paper is in the following e-collection/theme issue:

Viewpoints and Perspectives (634) Viewpoints on and Experiences with Digital Technologies in Health (110) Crowdsourcing and Mechanical Turks (103) Artificial Intelligence (2355) Machine Learning (2235) Clinical Information and Decision Making (2073) Advanced Data Analytics in eHealth (237) Precision Medicine (188)

Published on in Vol 26 (2024)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/51138, first published .
A Perspective on Crowdsourcing and Human-in-the-Loop Workflows in Precision Health

A Perspective on Crowdsourcing and Human-in-the-Loop Workflows in Precision Health

A Perspective on Crowdsourcing and Human-in-the-Loop Workflows in Precision Health

Authors of this article:

Peter Washington1 Author Orcid Image
Article Authors Cited by (8) Tweetations (3) Metrics

Journals

  1. Hadweh P, Niset A, Salvagno M, Al Barajraji M, El Hadwe S, Taccone F, Barrit S. Machine Learning and Artificial Intelligence in Intensive Care Medicine: Critical Recalibrations from Rule-Based Systems to Frontier Models. Journal of Clinical Medicine 2025;14(12):4026 View
  2. Lin K, Rasool A, Surabhi S, Mutlu C, Zhang H, Wall D, Washington P. Aiding Large Language Models Using Clinical Scoresheets for Neurobehavioral Diagnostic Classification From Text: Algorithm Development and Validation. JMIR AI 2025;4:e75030 View
  3. Branda F, Ciccozzi M, Scarpa F. Artificial intelligence in scientific research: Challenges, opportunities and the imperative of a human-centric synergy. Journal of Informetrics 2025;19(4):101727 View
  4. Racacho K, Shiau Y, Villa R, Mahri S, Tang M, Lin T, Li Y. The tumor immune microenvironment: implications for cancer immunotherapy, treatment strategies, and monitoring approaches. Frontiers in Immunology 2025;16 View
  5. Azizian P, Honarmand M, Jaiswal A, Kline A, Dunlap K, Washington P, Wall D. Multimodal LLM vs. Human-Measured Features for AI Predictions of Autism in Home Videos. Algorithms 2025;18(11):687 View
  6. Sun J, Ma S, Fan Y, Washington P. LLMs Underperform on Classifying Anxiety and Depression Using Therapy Conversations: A First-Step Benchmark. Applied Sciences 2026;16(7):3388 View
  7. Das D, Adams S, Corva D, Bucknall T, Kouzani A. Advances in Closed-Loop Artificial Intelligence for Healthcare. Electronics 2026;15(7):1396 View

Books/Policy Documents

  1. Esfandani V, Amin Borghei M, Ramzani S, Konhaeusner P, Abu-alkheil A, Horam P. Crowdsourcing - Innovations in Digital Collaboration [Working Title]. View