AI Internship — Neurology AI Research Vault
Neurology AI · Clinical AI · Competitor Research · Academic Literature
Scope
This vault contains research for the AI Internship capstone, focused exclusively on neurology AI — no gastro/GI content.
Three tracks:
- Clinical AI — ambient scribes, clinical decision support, AI evaluation
- Competitor landscape — Abridge, Viz.ai, Ceribell, and other neurology AI companies
- Academic literature — peer-reviewed studies, whitepapers, benchmarks
Competitor Teardowns
- Abridge — Full Teardown — ambient scribe incumbent, ~$800M raised, 300+ health systems
- Abridge — Strengths — what it does better than anyone else
- Abridge — Gaps — 6 specific gaps it leaves open
- Abridge — Patient Pain Score — 8-point score against patient research corpus
- Abridge — Strategy & Our Wedge — what this means for our product
- Abridge — Key Sources — papers, articles, whitepapers
- Abridge — Endnotes & Citations — all 18 citations with full footnotes
Success
Competitor Teardown — Viz.ai and Competitor Teardown — Ceribell are listed in the index but not yet published here. Wiki log →
Concepts
Evaluation & Benchmarks
- Concept - AI Evaluation in Healthcare — evaluation frameworks, metrics
- Concept - ASR — Automatic Speech Recognition, the foundational technology
- Concept - WER — Word Error Rate, standard ASR accuracy metric
- Concept - CER — Character Error Rate, medical term accuracy
- Concept - MTR (Medical Term Recall) — medical vocabulary recall rate
Healthcare Organizations & Institutions
- Concept - KUMC — University of Kansas Medical Center, key research site
- Concept - JAMA Network Open — peer-reviewed journal, Olson et al. study
- Concept - JAMIA Open — health informatics journal, Tierney et al. study
- Concept - KLAS — independent healthcare IT rating firm
EHR & Interoperability
- Concept - Epic — dominant US hospital EHR system
- Concept - Cerner and athenahealth — other major EHR platforms
- Concept - SMART-on-FHIR — open EHR integration standard
- Concept - Dot-Phrase — EHR documentation shortcuts and switching costs
Neurology Clinical Scales & PROMs
- Concept - UPDRS — Unified Parkinson’s Disease Rating Scale
- Concept - EDSS — Expanded Disability Status Scale (MS)
- Concept - MIDAS — Migraine Disability Assessment Questionnaire
- Concept - Mini-Z Burnout Scale — physician burnout measurement
Business Models
- Concept - IDN — Integrated Delivery Network, enterprise sales motion
Vault Log
- Wiki Log — chronological record of all vault content and changes
Status
Warning
The following pages are referenced in the vault index but not yet published on Quartz:
- Competitor Teardown — Viz.ai
- Competitor Teardown — Ceribell
- Competitor Teardowns — Cross-Competitor Analysis
- Source pages (whitepapers, Becker’s profile, Trelis benchmarks) See wiki-log for full vault history.