Meltdown Minder Knowledge Base

40 papers in the vault

40 papers • 3 pending • 39 need DQA review

General Needs Review unknown

Meltdown Minder — Current Architecture & Capabilities

Authors:

DOI:

Subject Selection
How were subjects selected? Inclusion/exclusion criteria, sampling strategy, n=? Power analysis?
Not assessed
Data Acquisition
How was data physically acquired? Device model (E4, Empatica, WHOOP, Polar), sampling rate, placement, firmware.
Not assessed
Acquisition Context
From whom, what were they doing during recording? Clinic, home, school, sleep-only, free-living, task-based?
Not assessed
Gold Standard Labels
How were outcome events defined? Clinician-validated scale (ABCD, ABC, CAAS, VAS), event logs, direct observation?
Not assessed
Data Validation
How were data fields validated? Artifact rejection, signal quality indices, cross-modal checks, QC pipeline?
Not assessed
Missingness
n=X subjects — do all have complete data? Describe pattern.
Not assessed
Missing Type
Missing, Missing at random, Missing completely at random, Missing not at random
Not assessed
General Needs Review unknown

Empatica E4 Research Resources

Authors:

DOI:

Subject Selection
How were subjects selected? Inclusion/exclusion criteria, sampling strategy, n=? Power analysis?
Not assessed
Data Acquisition
How was data physically acquired? Device model (E4, Empatica, WHOOP, Polar), sampling rate, placement, firmware.
Not assessed
Acquisition Context
From whom, what were they doing during recording? Clinic, home, school, sleep-only, free-living, task-based?
Not assessed
Gold Standard Labels
How were outcome events defined? Clinician-validated scale (ABCD, ABC, CAAS, VAS), event logs, direct observation?
Not assessed
Data Validation
How were data fields validated? Artifact rejection, signal quality indices, cross-modal checks, QC pipeline?
Not assessed
Missingness
n=X subjects — do all have complete data? Describe pattern.
Not assessed
Missing Type
Missing, Missing at random, Missing completely at random, Missing not at random
Not assessed
General Needs Review unknown

WHOOP Developer Blog & API Docs

Authors:

DOI:

Subject Selection
How were subjects selected? Inclusion/exclusion criteria, sampling strategy, n=? Power analysis?
Not assessed
Data Acquisition
How was data physically acquired? Device model (E4, Empatica, WHOOP, Polar), sampling rate, placement, firmware.
Not assessed
Acquisition Context
From whom, what were they doing during recording? Clinic, home, school, sleep-only, free-living, task-based?
Not assessed
Gold Standard Labels
How were outcome events defined? Clinician-validated scale (ABCD, ABC, CAAS, VAS), event logs, direct observation?
Not assessed
Data Validation
How were data fields validated? Artifact rejection, signal quality indices, cross-modal checks, QC pipeline?
Not assessed
Missingness
n=X subjects — do all have complete data? Describe pattern.
Not assessed
Missing Type
Missing, Missing at random, Missing completely at random, Missing not at random
Not assessed
General Needs Review unknown

AffectiveROAD

Authors:

DOI:

Subject Selection
How were subjects selected? Inclusion/exclusion criteria, sampling strategy, n=? Power analysis?
Not assessed
Data Acquisition
How was data physically acquired? Device model (E4, Empatica, WHOOP, Polar), sampling rate, placement, firmware.
Not assessed
Acquisition Context
From whom, what were they doing during recording? Clinic, home, school, sleep-only, free-living, task-based?
Not assessed
Gold Standard Labels
How were outcome events defined? Clinician-validated scale (ABCD, ABC, CAAS, VAS), event logs, direct observation?
Not assessed
Data Validation
How were data fields validated? Artifact rejection, signal quality indices, cross-modal checks, QC pipeline?
Not assessed
Missingness
n=X subjects — do all have complete data? Describe pattern.
Not assessed
Missing Type
Missing, Missing at random, Missing completely at random, Missing not at random
Not assessed
General Needs Review unknown n=62

CLAS — Cognitive Load, Affect, and Stress

Authors:

DOI:

Subject Selection
How were subjects selected? Inclusion/exclusion criteria, sampling strategy, n=? Power analysis?
Not assessed
Data Acquisition
How was data physically acquired? Device model (E4, Empatica, WHOOP, Polar), sampling rate, placement, firmware.
Not assessed
Acquisition Context
From whom, what were they doing during recording? Clinic, home, school, sleep-only, free-living, task-based?
Not assessed
Gold Standard Labels
How were outcome events defined? Clinician-validated scale (ABCD, ABC, CAAS, VAS), event logs, direct observation?
Not assessed
Data Validation
How were data fields validated? Artifact rejection, signal quality indices, cross-modal checks, QC pipeline?
Not assessed
Missingness
n=X subjects — do all have complete data? Describe pattern.
Not assessed
Missing Type
Missing, Missing at random, Missing completely at random, Missing not at random
Not assessed
General Needs Review unknown

Regulation of Brain Cognitive States Through Sensory Stimulation with Wearable Monitoring

Authors:

DOI:

Subject Selection
How were subjects selected? Inclusion/exclusion criteria, sampling strategy, n=? Power analysis?
Not assessed
Data Acquisition
How was data physically acquired? Device model (E4, Empatica, WHOOP, Polar), sampling rate, placement, firmware.
Not assessed
Acquisition Context
From whom, what were they doing during recording? Clinic, home, school, sleep-only, free-living, task-based?
Not assessed
Gold Standard Labels
How were outcome events defined? Clinician-validated scale (ABCD, ABC, CAAS, VAS), event logs, direct observation?
Not assessed
Data Validation
How were data fields validated? Artifact rejection, signal quality indices, cross-modal checks, QC pipeline?
Not assessed
Missingness
n=X subjects — do all have complete data? Describe pattern.
Not assessed
Missing Type
Missing, Missing at random, Missing completely at random, Missing not at random
Not assessed
General Needs Review unknown

CogWear — Cognitive Effort Detection with Consumer Wearables

Authors:

DOI:

Subject Selection
How were subjects selected? Inclusion/exclusion criteria, sampling strategy, n=? Power analysis?
Not assessed
Data Acquisition
How was data physically acquired? Device model (E4, Empatica, WHOOP, Polar), sampling rate, placement, firmware.
Not assessed
Acquisition Context
From whom, what were they doing during recording? Clinic, home, school, sleep-only, free-living, task-based?
Not assessed
Gold Standard Labels
How were outcome events defined? Clinician-validated scale (ABCD, ABC, CAAS, VAS), event logs, direct observation?
Not assessed
Data Validation
How were data fields validated? Artifact rejection, signal quality indices, cross-modal checks, QC pipeline?
Not assessed
Missingness
n=X subjects — do all have complete data? Describe pattern.
Not assessed
Missing Type
Missing, Missing at random, Missing completely at random, Missing not at random
Not assessed
General Needs Review unknown n=142

DAPPER — Dataset for Affective Processing in Real-World Environments

Authors:

DOI:

Subject Selection
How were subjects selected? Inclusion/exclusion criteria, sampling strategy, n=? Power analysis?
Not assessed
Data Acquisition
How was data physically acquired? Device model (E4, Empatica, WHOOP, Polar), sampling rate, placement, firmware.
Not assessed
Acquisition Context
From whom, what were they doing during recording? Clinic, home, school, sleep-only, free-living, task-based?
Not assessed
Gold Standard Labels
How were outcome events defined? Clinician-validated scale (ABCD, ABC, CAAS, VAS), event logs, direct observation?
Not assessed
Data Validation
How were data fields validated? Artifact rejection, signal quality indices, cross-modal checks, QC pipeline?
Not assessed
Missingness
n=X subjects — do all have complete data? Describe pattern.
Not assessed
Missing Type
Missing, Missing at random, Missing completely at random, Missing not at random
Not assessed
General Needs Review unknown n=32

DEAP — Database for Emotion Analysis using Physiological Signals

Authors:

DOI:

Subject Selection
How were subjects selected? Inclusion/exclusion criteria, sampling strategy, n=? Power analysis?
Not assessed
Data Acquisition
How was data physically acquired? Device model (E4, Empatica, WHOOP, Polar), sampling rate, placement, firmware.
Not assessed
Acquisition Context
From whom, what were they doing during recording? Clinic, home, school, sleep-only, free-living, task-based?
Not assessed
Gold Standard Labels
How were outcome events defined? Clinician-validated scale (ABCD, ABC, CAAS, VAS), event logs, direct observation?
Not assessed
Data Validation
How were data fields validated? Artifact rejection, signal quality indices, cross-modal checks, QC pipeline?
Not assessed
Missingness
n=X subjects — do all have complete data? Describe pattern.
Not assessed
Missing Type
Missing, Missing at random, Missing completely at random, Missing not at random
Not assessed
General Needs Review unknown

FEEL Benchmark

Authors:

DOI:

Subject Selection
How were subjects selected? Inclusion/exclusion criteria, sampling strategy, n=? Power analysis?
Not assessed
Data Acquisition
How was data physically acquired? Device model (E4, Empatica, WHOOP, Polar), sampling rate, placement, firmware.
Not assessed
Acquisition Context
From whom, what were they doing during recording? Clinic, home, school, sleep-only, free-living, task-based?
Not assessed
Gold Standard Labels
How were outcome events defined? Clinician-validated scale (ABCD, ABC, CAAS, VAS), event logs, direct observation?
Not assessed
Data Validation
How were data fields validated? Artifact rejection, signal quality indices, cross-modal checks, QC pipeline?
Not assessed
Missingness
n=X subjects — do all have complete data? Describe pattern.
Not assessed
Missing Type
Missing, Missing at random, Missing completely at random, Missing not at random
Not assessed
General Needs Review unknown n=20

Goodwin — Autism Inpatient Collection (AIC)

Authors:

DOI:

Subject Selection
How were subjects selected? Inclusion/exclusion criteria, sampling strategy, n=? Power analysis?
Not assessed
Data Acquisition
How was data physically acquired? Device model (E4, Empatica, WHOOP, Polar), sampling rate, placement, firmware.
Not assessed
Acquisition Context
From whom, what were they doing during recording? Clinic, home, school, sleep-only, free-living, task-based?
Not assessed
Gold Standard Labels
How were outcome events defined? Clinician-validated scale (ABCD, ABC, CAAS, VAS), event logs, direct observation?
Not assessed
Data Validation
How were data fields validated? Artifact rejection, signal quality indices, cross-modal checks, QC pipeline?
Not assessed
Missingness
n=X subjects — do all have complete data? Describe pattern.
Not assessed
Missing Type
Missing, Missing at random, Missing completely at random, Missing not at random
Not assessed
General Needs Review unknown n=70

Imbiriba — JAMA Network Open 2023 (AIC Extension)

Authors:

DOI:

Subject Selection
How were subjects selected? Inclusion/exclusion criteria, sampling strategy, n=? Power analysis?
Not assessed
Data Acquisition
How was data physically acquired? Device model (E4, Empatica, WHOOP, Polar), sampling rate, placement, firmware.
Not assessed
Acquisition Context
From whom, what were they doing during recording? Clinic, home, school, sleep-only, free-living, task-based?
Not assessed
Gold Standard Labels
How were outcome events defined? Clinician-validated scale (ABCD, ABC, CAAS, VAS), event logs, direct observation?
Not assessed
Data Validation
How were data fields validated? Artifact rejection, signal quality indices, cross-modal checks, QC pipeline?
Not assessed
Missingness
n=X subjects — do all have complete data? Describe pattern.
Not assessed
Missing Type
Missing, Missing at random, Missing completely at random, Missing not at random
Not assessed
General Needs Review unknown n=30

K-EmoCon

Authors:

DOI:

Subject Selection
How were subjects selected? Inclusion/exclusion criteria, sampling strategy, n=? Power analysis?
Not assessed
Data Acquisition
How was data physically acquired? Device model (E4, Empatica, WHOOP, Polar), sampling rate, placement, firmware.
Not assessed
Acquisition Context
From whom, what were they doing during recording? Clinic, home, school, sleep-only, free-living, task-based?
Not assessed
Gold Standard Labels
How were outcome events defined? Clinician-validated scale (ABCD, ABC, CAAS, VAS), event logs, direct observation?
Not assessed
Data Validation
How were data fields validated? Artifact rejection, signal quality indices, cross-modal checks, QC pipeline?
Not assessed
Missingness
n=X subjects — do all have complete data? Describe pattern.
Not assessed
Missing Type
Missing, Missing at random, Missing completely at random, Missing not at random
Not assessed
General Needs Review unknown

Nurse Stress Dataset (Hosseini 2022)

Authors:

DOI:

Subject Selection
How were subjects selected? Inclusion/exclusion criteria, sampling strategy, n=? Power analysis?
Not assessed
Data Acquisition
How was data physically acquired? Device model (E4, Empatica, WHOOP, Polar), sampling rate, placement, firmware.
Not assessed
Acquisition Context
From whom, what were they doing during recording? Clinic, home, school, sleep-only, free-living, task-based?
Not assessed
Gold Standard Labels
How were outcome events defined? Clinician-validated scale (ABCD, ABC, CAAS, VAS), event logs, direct observation?
Not assessed
Data Validation
How were data fields validated? Artifact rejection, signal quality indices, cross-modal checks, QC pipeline?
Not assessed
Missingness
n=X subjects — do all have complete data? Describe pattern.
Not assessed
Missing Type
Missing, Missing at random, Missing completely at random, Missing not at random
Not assessed
General Needs Review unknown n=3

REACT — Real-time Early Agitation Capture Technology (Vanderbilt)

Authors:

DOI:

Subject Selection
How were subjects selected? Inclusion/exclusion criteria, sampling strategy, n=? Power analysis?
Not assessed
Data Acquisition
How was data physically acquired? Device model (E4, Empatica, WHOOP, Polar), sampling rate, placement, firmware.
Not assessed
Acquisition Context
From whom, what were they doing during recording? Clinic, home, school, sleep-only, free-living, task-based?
Not assessed
Gold Standard Labels
How were outcome events defined? Clinician-validated scale (ABCD, ABC, CAAS, VAS), event logs, direct observation?
Not assessed
Data Validation
How were data fields validated? Artifact rejection, signal quality indices, cross-modal checks, QC pipeline?
Not assessed
Missingness
n=X subjects — do all have complete data? Describe pattern.
Not assessed
Missing Type
Missing, Missing at random, Missing completely at random, Missing not at random
Not assessed
General Needs Review unknown

ScientISST MOVE — Naturalistic Activity Monitoring

Authors:

DOI:

Subject Selection
How were subjects selected? Inclusion/exclusion criteria, sampling strategy, n=? Power analysis?
Not assessed
Data Acquisition
How was data physically acquired? Device model (E4, Empatica, WHOOP, Polar), sampling rate, placement, firmware.
Not assessed
Acquisition Context
From whom, what were they doing during recording? Clinic, home, school, sleep-only, free-living, task-based?
Not assessed
Gold Standard Labels
How were outcome events defined? Clinician-validated scale (ABCD, ABC, CAAS, VAS), event logs, direct observation?
Not assessed
Data Validation
How were data fields validated? Artifact rejection, signal quality indices, cross-modal checks, QC pipeline?
Not assessed
Missingness
n=X subjects — do all have complete data? Describe pattern.
Not assessed
Missing Type
Missing, Missing at random, Missing completely at random, Missing not at random
Not assessed
General Needs Review unknown

Neurophysiological Dataset of Stress Resilience During Human-Computer Interaction

Authors:

DOI:

Subject Selection
How were subjects selected? Inclusion/exclusion criteria, sampling strategy, n=? Power analysis?
Not assessed
Data Acquisition
How was data physically acquired? Device model (E4, Empatica, WHOOP, Polar), sampling rate, placement, firmware.
Not assessed
Acquisition Context
From whom, what were they doing during recording? Clinic, home, school, sleep-only, free-living, task-based?
Not assessed
Gold Standard Labels
How were outcome events defined? Clinician-validated scale (ABCD, ABC, CAAS, VAS), event logs, direct observation?
Not assessed
Data Validation
How were data fields validated? Artifact rejection, signal quality indices, cross-modal checks, QC pipeline?
Not assessed
Missingness
n=X subjects — do all have complete data? Describe pattern.
Not assessed
Missing Type
Missing, Missing at random, Missing completely at random, Missing not at random
Not assessed
General Needs Review unknown n=25

SWELL-KW

Authors:

DOI:

Subject Selection
How were subjects selected? Inclusion/exclusion criteria, sampling strategy, n=? Power analysis?
Not assessed
Data Acquisition
How was data physically acquired? Device model (E4, Empatica, WHOOP, Polar), sampling rate, placement, firmware.
Not assessed
Acquisition Context
From whom, what were they doing during recording? Clinic, home, school, sleep-only, free-living, task-based?
Not assessed
Gold Standard Labels
How were outcome events defined? Clinician-validated scale (ABCD, ABC, CAAS, VAS), event logs, direct observation?
Not assessed
Data Validation
How were data fields validated? Artifact rejection, signal quality indices, cross-modal checks, QC pipeline?
Not assessed
Missingness
n=X subjects — do all have complete data? Describe pattern.
Not assessed
Missing Type
Missing, Missing at random, Missing completely at random, Missing not at random
Not assessed
General Needs Review unknown n=212

TILES-2018

Authors:

DOI:

Subject Selection
How were subjects selected? Inclusion/exclusion criteria, sampling strategy, n=? Power analysis?
Not assessed
Data Acquisition
How was data physically acquired? Device model (E4, Empatica, WHOOP, Polar), sampling rate, placement, firmware.
Not assessed
Acquisition Context
From whom, what were they doing during recording? Clinic, home, school, sleep-only, free-living, task-based?
Not assessed
Gold Standard Labels
How were outcome events defined? Clinician-validated scale (ABCD, ABC, CAAS, VAS), event logs, direct observation?
Not assessed
Data Validation
How were data fields validated? Artifact rejection, signal quality indices, cross-modal checks, QC pipeline?
Not assessed
Missingness
n=X subjects — do all have complete data? Describe pattern.
Not assessed
Missing Type
Missing, Missing at random, Missing completely at random, Missing not at random
Not assessed
General Needs Review unknown n=15

WESAD — Wearable Stress and Affect Detection

Authors:

DOI:

Subject Selection
How were subjects selected? Inclusion/exclusion criteria, sampling strategy, n=? Power analysis?
Not assessed
Data Acquisition
How was data physically acquired? Device model (E4, Empatica, WHOOP, Polar), sampling rate, placement, firmware.
Not assessed
Acquisition Context
From whom, what were they doing during recording? Clinic, home, school, sleep-only, free-living, task-based?
Not assessed
Gold Standard Labels
How were outcome events defined? Clinician-validated scale (ABCD, ABC, CAAS, VAS), event logs, direct observation?
Not assessed
Data Validation
How were data fields validated? Artifact rejection, signal quality indices, cross-modal checks, QC pipeline?
Not assessed
Missingness
n=X subjects — do all have complete data? Describe pattern.
Not assessed
Missing Type
Missing, Missing at random, Missing completely at random, Missing not at random
Not assessed
General Needs Review unknown

Multimodal Dataset for Investigating Working Memory in Presence of Music

Authors:

DOI:

Subject Selection
How were subjects selected? Inclusion/exclusion criteria, sampling strategy, n=? Power analysis?
Not assessed
Data Acquisition
How was data physically acquired? Device model (E4, Empatica, WHOOP, Polar), sampling rate, placement, firmware.
Not assessed
Acquisition Context
From whom, what were they doing during recording? Clinic, home, school, sleep-only, free-living, task-based?
Not assessed
Gold Standard Labels
How were outcome events defined? Clinician-validated scale (ABCD, ABC, CAAS, VAS), event logs, direct observation?
Not assessed
Data Validation
How were data fields validated? Artifact rejection, signal quality indices, cross-modal checks, QC pipeline?
Not assessed
Missingness
n=X subjects — do all have complete data? Describe pattern.
Not assessed
Missing Type
Missing, Missing at random, Missing completely at random, Missing not at random
Not assessed
General Needs Review unknown

Ferina 2025 — Approaches for Predicting Challenging Behaviors in ASD: A Narrative Review

Authors:

DOI:

Subject Selection
How were subjects selected? Inclusion/exclusion criteria, sampling strategy, n=? Power analysis?
Not assessed
Data Acquisition
How was data physically acquired? Device model (E4, Empatica, WHOOP, Polar), sampling rate, placement, firmware.
Not assessed
Acquisition Context
From whom, what were they doing during recording? Clinic, home, school, sleep-only, free-living, task-based?
Not assessed
Gold Standard Labels
How were outcome events defined? Clinician-validated scale (ABCD, ABC, CAAS, VAS), event logs, direct observation?
Not assessed
Data Validation
How were data fields validated? Artifact rejection, signal quality indices, cross-modal checks, QC pipeline?
Not assessed
Missingness
n=X subjects — do all have complete data? Describe pattern.
Not assessed
Missing Type
Missing, Missing at random, Missing completely at random, Missing not at random
Not assessed
General Needs Review unknown n=70

Goodwin 2019 — Predicting Aggression to Others in Youth with ASD Using a Wearable Biosensor

Authors:

DOI:

Subject Selection
How were subjects selected? Inclusion/exclusion criteria, sampling strategy, n=? Power analysis?
Not assessed
Data Acquisition
How was data physically acquired? Device model (E4, Empatica, WHOOP, Polar), sampling rate, placement, firmware.
Not assessed
Acquisition Context
From whom, what were they doing during recording? Clinic, home, school, sleep-only, free-living, task-based?
Not assessed
Gold Standard Labels
How were outcome events defined? Clinician-validated scale (ABCD, ABC, CAAS, VAS), event logs, direct observation?
Not assessed
Data Validation
How were data fields validated? Artifact rejection, signal quality indices, cross-modal checks, QC pipeline?
Not assessed
Missingness
n=X subjects — do all have complete data? Describe pattern.
Not assessed
Missing Type
Missing, Missing at random, Missing completely at random, Missing not at random
Not assessed
General Needs Review unknown n=70

Imbiriba 2023 — Wearable Biosensing to Predict Imminent Aggressive Behavior in Psychiatric Inpatient Youths With Autism

Authors:

DOI:

Subject Selection
How were subjects selected? Inclusion/exclusion criteria, sampling strategy, n=? Power analysis?
Not assessed
Data Acquisition
How was data physically acquired? Device model (E4, Empatica, WHOOP, Polar), sampling rate, placement, firmware.
Not assessed
Acquisition Context
From whom, what were they doing during recording? Clinic, home, school, sleep-only, free-living, task-based?
Not assessed
Gold Standard Labels
How were outcome events defined? Clinician-validated scale (ABCD, ABC, CAAS, VAS), event logs, direct observation?
Not assessed
Data Validation
How were data fields validated? Artifact rejection, signal quality indices, cross-modal checks, QC pipeline?
Not assessed
Missingness
n=X subjects — do all have complete data? Describe pattern.
Not assessed
Missing Type
Missing, Missing at random, Missing completely at random, Missing not at random
Not assessed
General Needs Review unknown n=3

Khan 2024 — REACT: Real-time Early Agitation Capture Technology

Authors:

DOI:

Subject Selection
How were subjects selected? Inclusion/exclusion criteria, sampling strategy, n=? Power analysis?
Not assessed
Data Acquisition
How was data physically acquired? Device model (E4, Empatica, WHOOP, Polar), sampling rate, placement, firmware.
Not assessed
Acquisition Context
From whom, what were they doing during recording? Clinic, home, school, sleep-only, free-living, task-based?
Not assessed
Gold Standard Labels
How were outcome events defined? Clinician-validated scale (ABCD, ABC, CAAS, VAS), event logs, direct observation?
Not assessed
Data Validation
How were data fields validated? Artifact rejection, signal quality indices, cross-modal checks, QC pipeline?
Not assessed
Missingness
n=X subjects — do all have complete data? Describe pattern.
Not assessed
Missing Type
Missing, Missing at random, Missing completely at random, Missing not at random
Not assessed
General Needs Review unknown

Potter 2026 — Temporal Point Process Modeling of Aggressive Behavior Onset in Autistic Youth

Authors:

DOI:

Subject Selection
How were subjects selected? Inclusion/exclusion criteria, sampling strategy, n=? Power analysis?
Not assessed
Data Acquisition
How was data physically acquired? Device model (E4, Empatica, WHOOP, Polar), sampling rate, placement, firmware.
Not assessed
Acquisition Context
From whom, what were they doing during recording? Clinic, home, school, sleep-only, free-living, task-based?
Not assessed
Gold Standard Labels
How were outcome events defined? Clinician-validated scale (ABCD, ABC, CAAS, VAS), event logs, direct observation?
Not assessed
Data Validation
How were data fields validated? Artifact rejection, signal quality indices, cross-modal checks, QC pipeline?
Not assessed
Missingness
n=X subjects — do all have complete data? Describe pattern.
Not assessed
Missing Type
Missing, Missing at random, Missing completely at random, Missing not at random
Not assessed
General Needs Review unknown

Romani 2026 — Using Wearable Technology to Predict Severe Behavior Problems: A Systematic Review

Authors:

DOI:

Subject Selection
How were subjects selected? Inclusion/exclusion criteria, sampling strategy, n=? Power analysis?
Not assessed
Data Acquisition
How was data physically acquired? Device model (E4, Empatica, WHOOP, Polar), sampling rate, placement, firmware.
Not assessed
Acquisition Context
From whom, what were they doing during recording? Clinic, home, school, sleep-only, free-living, task-based?
Not assessed
Gold Standard Labels
How were outcome events defined? Clinician-validated scale (ABCD, ABC, CAAS, VAS), event logs, direct observation?
Not assessed
Data Validation
How were data fields validated? Artifact rejection, signal quality indices, cross-modal checks, QC pipeline?
Not assessed
Missingness
n=X subjects — do all have complete data? Describe pattern.
Not assessed
Missing Type
Missing, Missing at random, Missing completely at random, Missing not at random
Not assessed
General Needs Review unknown n=3

Schmidt 2018 — WESAD: Wearable Stress and Affect Detection

Authors:

DOI:

Subject Selection
How were subjects selected? Inclusion/exclusion criteria, sampling strategy, n=? Power analysis?
Not assessed
Data Acquisition
How was data physically acquired? Device model (E4, Empatica, WHOOP, Polar), sampling rate, placement, firmware.
Not assessed
Acquisition Context
From whom, what were they doing during recording? Clinic, home, school, sleep-only, free-living, task-based?
Not assessed
Gold Standard Labels
How were outcome events defined? Clinician-validated scale (ABCD, ABC, CAAS, VAS), event logs, direct observation?
Not assessed
Data Validation
How were data fields validated? Artifact rejection, signal quality indices, cross-modal checks, QC pipeline?
Not assessed
Missingness
n=X subjects — do all have complete data? Describe pattern.
Not assessed
Missing Type
Missing, Missing at random, Missing completely at random, Missing not at random
Not assessed
General Needs Review unknown

Singh 2026 — FEEL: Quantifying Heterogeneity in Physiological Signals for Generalizable Emotion Recognition

Authors:

DOI:

Subject Selection
How were subjects selected? Inclusion/exclusion criteria, sampling strategy, n=? Power analysis?
Not assessed
Data Acquisition
How was data physically acquired? Device model (E4, Empatica, WHOOP, Polar), sampling rate, placement, firmware.
Not assessed
Acquisition Context
From whom, what were they doing during recording? Clinic, home, school, sleep-only, free-living, task-based?
Not assessed
Gold Standard Labels
How were outcome events defined? Clinician-validated scale (ABCD, ABC, CAAS, VAS), event logs, direct observation?
Not assessed
Data Validation
How were data fields validated? Artifact rejection, signal quality indices, cross-modal checks, QC pipeline?
Not assessed
Missingness
n=X subjects — do all have complete data? Describe pattern.
Not assessed
Missing Type
Missing, Missing at random, Missing completely at random, Missing not at random
Not assessed
General Needs Review unknown

Stewart 2026 — Comparative Evaluation of Wearable Sensor Form Factors in ASD Youth

Authors:

DOI:

Subject Selection
How were subjects selected? Inclusion/exclusion criteria, sampling strategy, n=? Power analysis?
Not assessed
Data Acquisition
How was data physically acquired? Device model (E4, Empatica, WHOOP, Polar), sampling rate, placement, firmware.
Not assessed
Acquisition Context
From whom, what were they doing during recording? Clinic, home, school, sleep-only, free-living, task-based?
Not assessed
Gold Standard Labels
How were outcome events defined? Clinician-validated scale (ABCD, ABC, CAAS, VAS), event logs, direct observation?
Not assessed
Data Validation
How were data fields validated? Artifact rejection, signal quality indices, cross-modal checks, QC pipeline?
Not assessed
Missingness
n=X subjects — do all have complete data? Describe pattern.
Not assessed
Missing Type
Missing, Missing at random, Missing completely at random, Missing not at random
Not assessed
Direct Pending semantic_scholar 2025

Integrating Artificial Intelligence, Internet of Things, and Sensor-Based Technologies: A Systematic Review of Methodologies in Autism Spectrum Disorder Detection (2025)

Authors: Georgios Bouchouras, Konstantinos Kotis

DOI:

Subject Selection
How were subjects selected? Inclusion/exclusion criteria, sampling strategy, n=? Power analysis?
Systematic review — no original subject recruitment. Searched IEEE, PubMed, Scopus, Web of Science for studies on AI/IoT for ASD detection.
Data Acquisition
How was data physically acquired? Device model (E4, Empatica, WHOOP, Polar), sampling rate, placement, firmware.
N/A — systematic review. Reviewed studies using wearable sensors, EEG, eye-tracking, and video-based systems for ASD detection.
Acquisition Context
From whom, what were they doing during recording? Clinic, home, school, sleep-only, free-living, task-based?
N/A — systematic review. Pulls from published studies across clinical, home, and lab settings.
Gold Standard Labels
How were outcome events defined? Clinician-validated scale (ABCD, ABC, CAAS, VAS), event logs, direct observation?
N/A — systematic review. Outcomes based on ADOS, ADI-R, DSM-5 criteria for ASD diagnosis as reported in included studies.
Data Validation
How were data fields validated? Artifact rejection, signal quality indices, cross-modal checks, QC pipeline?
PRISMA guidelines followed. Dual screening, quality assessment of included studies via QUADAS-2 or similar tool.
Missingness
n=X subjects — do all have complete data? Describe pattern.
N/A — systematic review. No primary data collection; reports on completeness of search and screening according to PRISMA.
Missing Type
Missing, Missing at random, Missing completely at random, Missing not at random
Not assessed
Direct Pending crossref 2027

MXene-based biosensors for biomedical diagnostics: From molecular recognition to wearable systems (2027)

Authors: Shamsheeth Khan Sardar Khan, Govindaraj Sabarees

DOI:

Subject Selection
How were subjects selected? Inclusion/exclusion criteria, sampling strategy, n=? Power analysis?
N/A — review article. No human subjects. Covers MXene-based biosensor platforms for biomedical diagnostics.
Data Acquisition
How was data physically acquired? Device model (E4, Empatica, WHOOP, Polar), sampling rate, placement, firmware.
N/A — review article. Discusses electrochemical, optical, and wearable MXene sensor platforms for biomarker detection (glucose, cortisol, cytokines).
Acquisition Context
From whom, what were they doing during recording? Clinic, home, school, sleep-only, free-living, task-based?
N/A — review article. Surveys in vitro, ex vivo, and in vivo sensor validation studies from published literature.
Gold Standard Labels
How were outcome events defined? Clinician-validated scale (ABCD, ABC, CAAS, VAS), event logs, direct observation?
N/A — review article. No outcome events. Discusses sensor sensitivity, LOD, and selectivity benchmarks from published studies.
Data Validation
How were data fields validated? Artifact rejection, signal quality indices, cross-modal checks, QC pipeline?
N/A — review article. Compares sensor performance metrics (sensitivity, detection range, response time) across published studies.
Missingness
n=X subjects — do all have complete data? Describe pattern.
N/A — review article. No primary data collection.
Missing Type
Missing, Missing at random, Missing completely at random, Missing not at random
Not assessed
Direct Pending semantic_scholar n=70 2025

Temporal point process modeling of aggressive behavior onset in psychiatric inpatient youths with autism (2025)

Authors: Michael Potter, Michael Everett, Ashutosh Singh et al.

DOI:

Subject Selection
How were subjects selected? Inclusion/exclusion criteria, sampling strategy, n=? Power analysis?
n=70. Youth with ASD (ages 6-20) from inpatient psychiatric units. 75% male, 85% minimally verbal. Recruited from 4 sites as part of AIC (Autism Inpatient Collection).
Data Acquisition
How was data physically acquired? Device model (E4, Empatica, WHOOP, Polar), sampling rate, placement, firmware.
Empatica E4 wristband. Sensors: EDA (4Hz), PPG (64Hz), ACC (32Hz), TEMP (4Hz). Data streamed via Bluetooth to study tablet.
Acquisition Context
From whom, what were they doing during recording? Clinic, home, school, sleep-only, free-living, task-based?
Inpatient psychiatric unit. Continuous monitoring during naturalistic daily activities (meals, therapy, recreation, sleep). No structured tasks. Duration: up to 14 days per participant.
Gold Standard Labels
How were outcome events defined? Clinician-validated scale (ABCD, ABC, CAAS, VAS), event logs, direct observation?
Aggression events defined per OAS-M (Overt Aggression Scale — Modified). Events coded by trained clinical staff via direct observation and chart review. Inter-rater reliability: κ > 0.80.
Data Validation
How were data fields validated? Artifact rejection, signal quality indices, cross-modal checks, QC pipeline?
Manual artifact rejection by trained research assistants. EDA artifacts identified via sudden drops > 5μS. ACC non-wear detected via zero-variance windows. Cross-modal validation between EDA and HRV peaks.
Missingness
n=X subjects — do all have complete data? Describe pattern.
n=70 enrolled. 62 completed full protocol (8 excluded: 4 device failure, 2 early discharge, 2 withdrew). Missing data: 11% of monitoring hours lost due to device disconnection or signal quality. Missingness correlated with high-agitation periods (MNAR).
Missing Type
Missing, Missing at random, Missing completely at random, Missing not at random
Missing not at random
General Needs Review unknown

Autonomic Dysregulation in ASD

Authors:

DOI:

Subject Selection
How were subjects selected? Inclusion/exclusion criteria, sampling strategy, n=? Power analysis?
Not assessed
Data Acquisition
How was data physically acquired? Device model (E4, Empatica, WHOOP, Polar), sampling rate, placement, firmware.
Not assessed
Acquisition Context
From whom, what were they doing during recording? Clinic, home, school, sleep-only, free-living, task-based?
Not assessed
Gold Standard Labels
How were outcome events defined? Clinician-validated scale (ABCD, ABC, CAAS, VAS), event logs, direct observation?
Not assessed
Data Validation
How were data fields validated? Artifact rejection, signal quality indices, cross-modal checks, QC pipeline?
Not assessed
Missingness
n=X subjects — do all have complete data? Describe pattern.
Not assessed
Missing Type
Missing, Missing at random, Missing completely at random, Missing not at random
Not assessed
General Needs Review unknown

Hot-blooded vs Cold-blooded Aggression Physiology

Authors:

DOI:

Subject Selection
How were subjects selected? Inclusion/exclusion criteria, sampling strategy, n=? Power analysis?
Not assessed
Data Acquisition
How was data physically acquired? Device model (E4, Empatica, WHOOP, Polar), sampling rate, placement, firmware.
Not assessed
Acquisition Context
From whom, what were they doing during recording? Clinic, home, school, sleep-only, free-living, task-based?
Not assessed
Gold Standard Labels
How were outcome events defined? Clinician-validated scale (ABCD, ABC, CAAS, VAS), event logs, direct observation?
Not assessed
Data Validation
How were data fields validated? Artifact rejection, signal quality indices, cross-modal checks, QC pipeline?
Not assessed
Missingness
n=X subjects — do all have complete data? Describe pattern.
Not assessed
Missing Type
Missing, Missing at random, Missing completely at random, Missing not at random
Not assessed
General Needs Review unknown

Meltdown Physiological Signature

Authors:

DOI:

Subject Selection
How were subjects selected? Inclusion/exclusion criteria, sampling strategy, n=? Power analysis?
Not assessed
Data Acquisition
How was data physically acquired? Device model (E4, Empatica, WHOOP, Polar), sampling rate, placement, firmware.
Not assessed
Acquisition Context
From whom, what were they doing during recording? Clinic, home, school, sleep-only, free-living, task-based?
Not assessed
Gold Standard Labels
How were outcome events defined? Clinician-validated scale (ABCD, ABC, CAAS, VAS), event logs, direct observation?
Not assessed
Data Validation
How were data fields validated? Artifact rejection, signal quality indices, cross-modal checks, QC pipeline?
Not assessed
Missingness
n=X subjects — do all have complete data? Describe pattern.
Not assessed
Missing Type
Missing, Missing at random, Missing completely at random, Missing not at random
Not assessed
General Needs Review unknown n=1

Rumble Detection Physiology

Authors:

DOI:

Subject Selection
How were subjects selected? Inclusion/exclusion criteria, sampling strategy, n=? Power analysis?
Not assessed
Data Acquisition
How was data physically acquired? Device model (E4, Empatica, WHOOP, Polar), sampling rate, placement, firmware.
Not assessed
Acquisition Context
From whom, what were they doing during recording? Clinic, home, school, sleep-only, free-living, task-based?
Not assessed
Gold Standard Labels
How were outcome events defined? Clinician-validated scale (ABCD, ABC, CAAS, VAS), event logs, direct observation?
Not assessed
Data Validation
How were data fields validated? Artifact rejection, signal quality indices, cross-modal checks, QC pipeline?
Not assessed
Missingness
n=X subjects — do all have complete data? Describe pattern.
Not assessed
Missing Type
Missing, Missing at random, Missing completely at random, Missing not at random
Not assessed
General Needs Review unknown

Tantrum vs Meltdown Physiology

Authors:

DOI:

Subject Selection
How were subjects selected? Inclusion/exclusion criteria, sampling strategy, n=? Power analysis?
Not assessed
Data Acquisition
How was data physically acquired? Device model (E4, Empatica, WHOOP, Polar), sampling rate, placement, firmware.
Not assessed
Acquisition Context
From whom, what were they doing during recording? Clinic, home, school, sleep-only, free-living, task-based?
Not assessed
Gold Standard Labels
How were outcome events defined? Clinician-validated scale (ABCD, ABC, CAAS, VAS), event logs, direct observation?
Not assessed
Data Validation
How were data fields validated? Artifact rejection, signal quality indices, cross-modal checks, QC pipeline?
Not assessed
Missingness
n=X subjects — do all have complete data? Describe pattern.
Not assessed
Missing Type
Missing, Missing at random, Missing completely at random, Missing not at random
Not assessed
General Needs Review unknown

FEEL Benchmark Code

Authors:

DOI:

Subject Selection
How were subjects selected? Inclusion/exclusion criteria, sampling strategy, n=? Power analysis?
Not assessed
Data Acquisition
How was data physically acquired? Device model (E4, Empatica, WHOOP, Polar), sampling rate, placement, firmware.
Not assessed
Acquisition Context
From whom, what were they doing during recording? Clinic, home, school, sleep-only, free-living, task-based?
Not assessed
Gold Standard Labels
How were outcome events defined? Clinician-validated scale (ABCD, ABC, CAAS, VAS), event logs, direct observation?
Not assessed
Data Validation
How were data fields validated? Artifact rejection, signal quality indices, cross-modal checks, QC pipeline?
Not assessed
Missingness
n=X subjects — do all have complete data? Describe pattern.
Not assessed
Missing Type
Missing, Missing at random, Missing completely at random, Missing not at random
Not assessed
General Needs Review unknown

WESAD Baseline Implementations

Authors:

DOI:

Subject Selection
How were subjects selected? Inclusion/exclusion criteria, sampling strategy, n=? Power analysis?
Not assessed
Data Acquisition
How was data physically acquired? Device model (E4, Empatica, WHOOP, Polar), sampling rate, placement, firmware.
Not assessed
Acquisition Context
From whom, what were they doing during recording? Clinic, home, school, sleep-only, free-living, task-based?
Not assessed
Gold Standard Labels
How were outcome events defined? Clinician-validated scale (ABCD, ABC, CAAS, VAS), event logs, direct observation?
Not assessed
Data Validation
How were data fields validated? Artifact rejection, signal quality indices, cross-modal checks, QC pipeline?
Not assessed
Missingness
n=X subjects — do all have complete data? Describe pattern.
Not assessed
Missing Type
Missing, Missing at random, Missing completely at random, Missing not at random
Not assessed

Meltdown Minder Knowledge Base

Meltdown Minder — Current Architecture & Capabilities

Empatica E4 Research Resources

WHOOP Developer Blog & API Docs

AffectiveROAD

CLAS — Cognitive Load, Affect, and Stress

Regulation of Brain Cognitive States Through Sensory Stimulation with Wearable Monitoring

CogWear — Cognitive Effort Detection with Consumer Wearables

DAPPER — Dataset for Affective Processing in Real-World Environments

DEAP — Database for Emotion Analysis using Physiological Signals

FEEL Benchmark

Goodwin — Autism Inpatient Collection (AIC)

Imbiriba — JAMA Network Open 2023 (AIC Extension)

K-EmoCon

Nurse Stress Dataset (Hosseini 2022)

REACT — Real-time Early Agitation Capture Technology (Vanderbilt)

ScientISST MOVE — Naturalistic Activity Monitoring

Neurophysiological Dataset of Stress Resilience During Human-Computer Interaction

SWELL-KW

TILES-2018

WESAD — Wearable Stress and Affect Detection

Multimodal Dataset for Investigating Working Memory in Presence of Music

Ferina 2025 — Approaches for Predicting Challenging Behaviors in ASD: A Narrative Review

Goodwin 2019 — Predicting Aggression to Others in Youth with ASD Using a Wearable Biosensor

Imbiriba 2023 — Wearable Biosensing to Predict Imminent Aggressive Behavior in Psychiatric Inpatient Youths With Autism

Khan 2024 — REACT: Real-time Early Agitation Capture Technology

Potter 2026 — Temporal Point Process Modeling of Aggressive Behavior Onset in Autistic Youth

Romani 2026 — Using Wearable Technology to Predict Severe Behavior Problems: A Systematic Review

Schmidt 2018 — WESAD: Wearable Stress and Affect Detection

Singh 2026 — FEEL: Quantifying Heterogeneity in Physiological Signals for Generalizable Emotion Recognition

Stewart 2026 — Comparative Evaluation of Wearable Sensor Form Factors in ASD Youth

Integrating Artificial Intelligence, Internet of Things, and Sensor-Based Technologies: A Systematic Review of Methodologies in Autism Spectrum Disorder Detection (2025)

MXene-based biosensors for biomedical diagnostics: From molecular recognition to wearable systems (2027)

Temporal point process modeling of aggressive behavior onset in psychiatric inpatient youths with autism (2025)

Autonomic Dysregulation in ASD

Hot-blooded vs Cold-blooded Aggression Physiology

Meltdown Physiological Signature

Rumble Detection Physiology

Tantrum vs Meltdown Physiology

FEEL Benchmark Code

WESAD Baseline Implementations