Meltdown Minder Knowledge Base
40 papers in the vault
40 papers • 3 pending • 37 need DQA review
General
Needs Review
unknown
Meltdown Minder — Current Architecture & Capabilities
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
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
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
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
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
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
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
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
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
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)
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)
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
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)
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)
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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)
Subject Selection
How were subjects selected? Inclusion/exclusion criteria, sampling strategy, n=? Power analysis?
_How were subjects selected? Inclusion/exclusion criteria, sampling strategy, n=? Power analysis?_
Data Acquisition
How was data physically acquired? Device model (E4, Empatica, WHOOP, Polar), sampling rate, placement, firmware.
_How was data physically acquired? Device model (E4, Empatica, WHOOP, Polar, dedicated sensor), sampling rate, placement, firmware version._
Acquisition Context
From whom, what were they doing during recording? Clinic, home, school, sleep-only, free-living, task-based?
_From whom, what were they doing during recording? Clinic, home, school, sleep-only, free-living, task-based? Naturalistic or controlled?_
Gold Standard Labels
How were outcome events defined? Clinician-validated scale (ABCD, ABC, CAAS, VAS), event logs, direct observation?
_How were outcome events defined? Clinician-validated scale (ABCD, ABC, CAAS, VAS), event logs, direct observation, chart review? Inter-rater reliability reported?_
Data Validation
How were data fields validated? Artifact rejection, signal quality indices, cross-modal checks, QC pipeline?
_How were data fields validated? Artifact rejection, signal quality indices, cross-modal checks, manual inspection, automated QC pipeline?_
Missingness
n=X subjects — do all have complete data? Describe pattern.
_n=X subjects — do all have complete data? Describe pattern._
Missing Type
Missing, Missing at random, Missing completely at random, Missing not at random
_Missing, Missing at random, Missing completely at random, Missing not at random_
Direct
Pending
crossref
2027
MXene-based biosensors for biomedical diagnostics: From molecular recognition to wearable systems (2027)
Subject Selection
How were subjects selected? Inclusion/exclusion criteria, sampling strategy, n=? Power analysis?
_How were subjects selected? Inclusion/exclusion criteria, sampling strategy, n=? Power analysis?_
Data Acquisition
How was data physically acquired? Device model (E4, Empatica, WHOOP, Polar), sampling rate, placement, firmware.
_How was data physically acquired? Device model (E4, Empatica, WHOOP, Polar, dedicated sensor), sampling rate, placement, firmware version._
Acquisition Context
From whom, what were they doing during recording? Clinic, home, school, sleep-only, free-living, task-based?
_From whom, what were they doing during recording? Clinic, home, school, sleep-only, free-living, task-based? Naturalistic or controlled?_
Gold Standard Labels
How were outcome events defined? Clinician-validated scale (ABCD, ABC, CAAS, VAS), event logs, direct observation?
_How were outcome events defined? Clinician-validated scale (ABCD, ABC, CAAS, VAS), event logs, direct observation, chart review? Inter-rater reliability reported?_
Data Validation
How were data fields validated? Artifact rejection, signal quality indices, cross-modal checks, QC pipeline?
_How were data fields validated? Artifact rejection, signal quality indices, cross-modal checks, manual inspection, automated QC pipeline?_
Missingness
n=X subjects — do all have complete data? Describe pattern.
_n=X subjects — do all have complete data? Describe pattern._
Missing Type
Missing, Missing at random, Missing completely at random, Missing not at random
_Missing, Missing at random, Missing completely at random, Missing not at random_
Direct
Pending
semantic_scholar
2025
Temporal point process modeling of aggressive behavior onset in psychiatric inpatient youths with autism (2025)
Subject Selection
How were subjects selected? Inclusion/exclusion criteria, sampling strategy, n=? Power analysis?
_How were subjects selected? Inclusion/exclusion criteria, sampling strategy, n=? Power analysis?_
Data Acquisition
How was data physically acquired? Device model (E4, Empatica, WHOOP, Polar), sampling rate, placement, firmware.
_How was data physically acquired? Device model (E4, Empatica, WHOOP, Polar, dedicated sensor), sampling rate, placement, firmware version._
Acquisition Context
From whom, what were they doing during recording? Clinic, home, school, sleep-only, free-living, task-based?
_From whom, what were they doing during recording? Clinic, home, school, sleep-only, free-living, task-based? Naturalistic or controlled?_
Gold Standard Labels
How were outcome events defined? Clinician-validated scale (ABCD, ABC, CAAS, VAS), event logs, direct observation?
_How were outcome events defined? Clinician-validated scale (ABCD, ABC, CAAS, VAS), event logs, direct observation, chart review? Inter-rater reliability reported?_
Data Validation
How were data fields validated? Artifact rejection, signal quality indices, cross-modal checks, QC pipeline?
_How were data fields validated? Artifact rejection, signal quality indices, cross-modal checks, manual inspection, automated QC pipeline?_
Missingness
n=X subjects — do all have complete data? Describe pattern.
_n=X subjects — do all have complete data? Describe pattern._
Missing Type
Missing, Missing at random, Missing completely at random, Missing not at random
_Missing, Missing at random, Missing completely at random, Missing not at random_
General
Needs Review
unknown
Autonomic Dysregulation in ASD
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
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
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
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
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
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
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