Meltdown Minder Research Vault
LLM-curated knowledge base. Maintained by OpenCode. Last updated: 2026-08-10.
Datasets
| Dataset |
N |
Signals |
Tier |
Page |
| Goodwin AIC |
20 |
EDA, HR, ACC |
1 |
SFARI Base |
| REACT (Vanderbilt) |
3 |
HR, EDA, ACC |
1 |
Contact Vanderbilt |
| Imbiriba JAMA 2023 |
70 |
E4: EDA, BVP, ACC, TEMP |
1 |
AIC study |
| WESAD (UCI) |
15 |
E4 + chest: ECG, EDA, EMG, RESP, TEMP |
1 |
UCI repo |
| TILES-2018 |
212 |
E4 + surveys |
1 |
Scientific Data |
| Nurse Stress |
15 |
E4: EDA, HR, TEMP |
2 |
Dryad |
| CLAS |
62 |
ECG, PPG, EDA, ACC |
2 |
Contact authors |
| DAPPER |
142 |
E4: EDA, BVP, ACC, TEMP |
2 |
Scientific Data |
| SWELL-KW |
25 |
HR, EDA, posture |
2 |
Website |
| DEAP |
32 |
EEG, GSR, pleth, TEMP |
2 |
DEAP website |
| K-EmoCon |
30 |
BVP, EDA, HR, SKT |
2 |
Scientific Data |
| AffectiveROAD |
10 |
E4 + Zephyr |
2 |
Contact authors |
| FEEL Benchmark |
19 ds |
EDA + PPG |
3 |
arXiv |
Key Papers
| Paper |
Year |
Focus |
Page |
| Goodwin — Predicting aggression in youth with ASD |
2019 |
Wearable biosensor → aggression prediction, AUC 0.84 |
Link |
| Imbiriba — Wearable biosensing to predict imminent aggression in ASD |
2023 |
70 participants, 4 sites, 497 hrs |
Link |
| Khan — REACT: Real-time Early Agitation Capture Technology |
2024 |
Agitation detection in IDD/ASD, F1 78.69% |
Link |
| Schmidt — WESAD: Wearable Stress and Affect Detection |
2018 |
Introduced the WESAD dataset |
Link |
| Singh — FEEL: Framework for Emotion Evaluation |
2026 |
19-dataset benchmark, 16 architectures |
Link |
| Stewart — Wearable Sensor Form Factors in ASD Youth |
2026 |
40 ASD youth, 4 device types, adherence |
Link |
| Potter — Temporal Point Process modeling of aggression onset |
2026 |
Hawkes processes for ASD aggression timing |
Link |
| Romani — Using Wearable Technology to Predict Severe Behavior |
2026 |
Systematic review of 13 prediction studies |
Link |
| Ferina — Predicting Challenging Behaviors in ASD: Review |
2025 |
Narrative review of prediction approaches |
Link |
Physiology
| Topic |
Page |
| Hot-blooded vs cold-blooded aggression physiology |
Link |
| Meltdown physiological signature (HR, HRV, EDA) |
Link |
| Rumble detection physiology |
Link |
| Autonomic dysregulation in ASD |
Link |
| Tantrum vs meltdown physiology |
Link |
Blogs & Resources
| Resource |
Page |
| WHOOP Developer Blog & API docs |
Link |
| WHOOP 5 BLE Protocol |
Link |
| Empatica E4 research resources |
Link |
| Name |
Page |
| FEEL Benchmark code |
Link |
| WESAD baseline implementations |
Link |
How to maintain
New entries follow this workflow:
1. Add a markdown file to the appropriate subdirectory
2. Link it in index.md under the correct table
3. Cross-link to related papers, datasets, and physiology pages