Research map: Crowdsourcing and machine learning contests in Parkinson's disease research - when do they work?

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Papers in this map

  1. Highly accurate protein structure prediction with AlphaFold · John Jumper · 2021 · 47614 citations · Cited by this paper
  2. Celebrating the legacy of two decades of Parkinson's disease research in South Africa · 2026 · Related
  3. Review of deep learning: concepts, CNN architectures, challenges, applications, future directions · Laith H. Alzubaidi · 2021 · 7942 citations · Cited by this paper
  4. Practical approaches to inclusive recruitment practices in Parkinson's disease research · 2026 · Related
  5. Movement Disorder Society‐sponsored revision of the Unified Parkinson's Disease Rating Scale (MDS‐UPDRS): Scale presentation and clinimetric testing results · Christopher G. Goetz · 2008 · 7797 citations · Cited by this paper
  6. Structural biology of alpha-synuclein amyloid filaments: Implications in synucleinopathies · 2026 · Related
  7. The “All of Us” Research Program · The All of Us Research Program Investigators · 2019 · 2523 citations · Cited by this paper
  8. Clinical GDNF delivery methods for Parkinson's disease · 2026 · Related
  9. Predicting protein structures with a multiplayer online game · Seth Cooper · 2010 · 1400 citations · Cited by this paper
  10. Differential effects of levodopa on social cognition in people with Parkinson's disease · 2026 · Related
  11. Freezing of gait: moving forward on a mysterious clinical phenomenon · John G. Nutt · 2011 · 1353 citations · Cited by this paper
  12. Greater burden of Alzheimer's Co-pathology in women with Parkinson's disease dementia · 2026 · Related
  13. Falls and freezing of gait in Parkinson's disease: A review of two interconnected, episodic phenomena · Bastiaan R. Bloem · 2004 · 1324 citations · Cited by this paper
  14. Parkinson's disease and the concept of resilience, cognitive, and motor reserve · 2026 · Related
  15. Opening the Black Box: The Promise and Limitations of Explainable Machine Learning in Cardiology · Jeremy Petch · 2021 · 577 citations · Cited by this paper
  16. Regulatory endorsement for the application of α-synuclein seed amplification assay as a susceptibility and risk biomarker for clinical trials targeting synucleinopathies · 2026 · Related
  17. KDD Cup and workshop 2007 · James Bennett · 2007 · 349 citations · Cited by this paper
  18. Digital profiling of dysarthria in late- and early-onset Parkinson's disease · 2026 · Related
  19. Crowdsourced analysis of clinical trial data to predict amyotrophic lateral sclerosis progression · Robert Küffner · 2014 · 210 citations · Cited by this paper
  20. Impact and management of cognition on speech and swallow function in Parkinson's disease · 2026 · Related
  21. Data-independent acquisition (DIA): An emerging proteomics technology for analysis of drug-metabolizing enzymes and transporters · Jiapeng Li · 2021 · 165 citations · Cited by this paper
  22. Inspiring crowdsourcing communities to create novel solutions: Competition design and the mediating role of trust · Marian García Martínez · 2016 · 143 citations · Cited by this paper
  23. Prize-based contests can provide solutions to computational biology problems · Karim R. Lakhani · 2013 · 136 citations · Cited by this paper
  24. The wisdom of crowds: The potential of online communities as a tool for data analysis · Marian García Martínez · 2014 · 121 citations · Cited by this paper
  25. Survey of Machine Learning Techniques in the Analysis of EEG Signals for Parkinson’s Disease: A Systematic Review · Ana María Maitín · 2022 · 76 citations · Cited by this paper
  26. A machine learning contest enhances automated freezing of gait detection and reveals time-of-day effects · Amit Salomon · 2024 · 49 citations · Cited by this paper
  27. Machine learning-based motor assessment of Parkinson’s disease using postural sway, gait and lifestyle features on crowdsourced smartphone data · Hamza Abujrida · 2019 · 47 citations · Cited by this paper
  28. Use of Crowdsourcing to Assess the Ecological Validity of Perceptual-Training Paradigms in Dysarthria · Kaitlin L. Lansford · 2016 · 46 citations · Cited by this paper
  29. Stepping up to meet the challenge of freezing of gait in Parkinson’s disease · Simon J.G. Lewis · 2022 · 46 citations · Cited by this paper
  30. Systematic Review: Online Crowdsourcing to Assess Perceptual Speech Outcomes · Anne M. Sescleifer · 2018 · 22 citations · Cited by this paper
  31. Exploring crowdsourced self-care techniques: A study on Parkinson’s disease · Elina Kuosmanen · 2023 · 16 citations · Cited by this paper
  32. Technology for measuring freezing of gait: Current state of the art and recommendations · Martina Mancini · 2025 · 15 citations · Cited by this paper
  33. Crowdsourced Perceptual Ratings of Voice Quality in People With Parkinson's Disease Before and After Intensive Voice and Articulation Therapies: Secondary Outcome of a Randomized Controlled Trial · Tara McAllister · 2023 · 13 citations · Cited by this paper
  34. Developing better digital health measures of Parkinson’s disease using free living data and a crowdsourced data analysis challenge · Solveig K. Sieberts · 2023 · 11 citations · Cited by this paper
  35. Predictors of Falls with Injuries in People with Parkinson's Disease · Isabella P.R. Castro · 2022 · 10 citations · Cited by this paper
  36. The Challenges of Knowledge Combination in ML-based Crowdsourcing – The ODF Killer Shrimp Challenge using ML and Kaggle · Adrian Bumann · 2021 · 3 citations · Cited by this paper

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