awesome-visual-analytics-healthcare
A curated list of awesome resources of visual analytics in healthcare
https://github.com/visualanalyticshealthcare/awesome-visual-analytics-healthcare
Last synced: about 12 hours ago
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Uncategorized
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Articles
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Books
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Checklists & Guidelines
- Development of a usability checklist for public health dashboards to identify violations of usability principles - A usability checklist for public health dashboards with 86 items covering 11 areas of considerations
- The Development of Heuristics for Evaluation of Dashboard Visualizations - A checklist of usability heuristics for evaluating information visualization systems that can contribute to assuring high quality in electronic data systems developed for health care.
- Development of a usability checklist for public health dashboards to identify violations of usability principles - A usability checklist for public health dashboards with 86 items covering 11 areas of considerations
- Development of a usability checklist for public health dashboards to identify violations of usability principles - A usability checklist for public health dashboards with 86 items covering 11 areas of considerations
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Collections
- EHR STAR - a collection of literature and datasets included in the state-of-the-art (STAR) report, [EHR STAR: The State-of-the-art in Interactive EHR and PopHR Visualization](https://onlinelibrary.wiley.com/doi/full/10.1111/cgf.14424)
- GenoCAT - a database of genomic visualization tools
- Visualization Design Studio - arcia-phd) more info on this [page](https://vis-studio.mailchimpsites.com).
- A list of Online Visualization Resources
- GenoCAT - a database of genomic visualization tools
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Courses
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Notable works
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Featured in AMIA Year in Review
- Loon: Using Exemplars to Visualize Large-Scale Microscopy Data - a visualization tool for analyzing drug screening data based on quantitative phase microscopy imaging for patient-specific cancer drug selection. [GitHub Repo](https://github.com/visdesignlab/Loon)
- VBridge: Connecting the Dots Between Features and Data to Explain Healthcare Models - VBridge incorporates ML explanations into clinicians’ decision-making workflow. [GitHub Repo (MIT License)](https://github.com/sibyl-dev/VBridge)
- A flexible framework for visualizing and exploring patient misdiagnosis over time - Framework for exploring the cohorts diagnoses over time
- Visual analogies, not graphs, increase patients' comprehension of changes in their health status - Patient comprehension of their self-reported outcomes
- A federated EHR network data completeness tracking system - DQe-c is an open source tool for evaluating completeness in EHR data repositories
- A smartwatch-based framework for real-time and online assessment and mobility monitoring
- A visual analytics approach for pattern-recognition in patient-generated data - Authors developed Glucolyzer to help dieticians interpret glucose and meal data
- Eye-Tracking Study to Enhance Usability of Molecular Diagnostics Reports in Cancer Precision Medicine
- A federated EHR network data completeness tracking system - DQe-c is an open source tool for evaluating completeness in EHR data repositories
- A visual analytics approach for pattern-recognition in patient-generated data - Authors developed Glucolyzer to help dieticians interpret glucose and meal data
- A federated EHR network data completeness tracking system - DQe-c is an open source tool for evaluating completeness in EHR data repositories
- VBridge: Connecting the Dots Between Features and Data to Explain Healthcare Models - VBridge incorporates ML explanations into clinicians’ decision-making workflow. [GitHub Repo (MIT License)](https://github.com/sibyl-dev/VBridge)
- Visual analogies, not graphs, increase patients' comprehension of changes in their health status - Patient comprehension of their self-reported outcomes
- Loon: Using Exemplars to Visualize Large-Scale Microscopy Data - a visualization tool for analyzing drug screening data based on quantitative phase microscopy imaging for patient-specific cancer drug selection. [GitHub Repo](https://github.com/visdesignlab/Loon)
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Publications
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Review Paper
- EHR STAR: The State-of-the-art in Interactive EHR and PopHR Visualization
- Evaluating visual analytics for health informatics applications: a systematic review from the American Medical Informatics Association Visual Analytics Working Group Task Force on Evaluation
- Tasks, Techniques, and Tools for Genomic Data Visualization
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Tools
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Review Paper
- SandDance - SandDance is a web-based application that enables you to more easily explore, identify, and communicate insights about tabular data.
- CadenceEVA - a visual analytics platform for event sequence analysis
- PyHealth - a Python Library for Healthcare Predictive Tasks
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Conferences
- VAHC Workshop - Visual Analytics in Healthcare Workshop is an annual academic event hosted alternatively at AMIA (on even years) and IEEE VIS (on odd years). The workshop is dedicated to the study of visual analytics in healthcare. The workshop is a forum for researchers and practitioners to present and discuss their work, and to identify research challenges and opportunities in the field.
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