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Equivital Inc sensor electronics module (sem) unit
Sensor Electronics Module (Sem) Unit, supplied by Equivital Inc, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/product/sensor+electronics+module+(sem)+unit/eq02+lifemonitor/pmc09467553-109-29-35
Average 90 stars, based on 1 article reviews
sensor electronics module (sem) unit - by Bioz Stars, 2026-09
90/100 stars

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Article Title: Fusing Wearable Biosensors with Artificial Intelligence for Mental Health Monitoring: A Systematic Review
Article Snippet: (Tutunji et al., 2023) [ ] Passive stress detection, supporting personalized psychiatry , 83 , ❖ Empatica E4 HR, skin conductance (SC), ST, and ACC , ❖ Binary classification ● Generalized linear mixed-effects models (GLMM) with maximal fitting ● Individualized (leave-one-beep-out) and group-based (leave-one-subject-out) models tested ● 29.87% error rate , IW , ● Labels: self-reported stress and affect (EMA, 7-point Likert) ● 6 labels/day per participant (exam and control weeks) ● Monitoring: 2-week continuous ● Prompting: EMA surveys prompted 6 times/day , ● Cross-sectional design limits long-term predictions ● Low accuracy due to real-life stress detection challenges ● Device reliability affected by data noise in daily use ● Small sample and student exam focus limit generalizability. .. (Umer, 2022) [ ] Monitoring physical and mental stress in construction workers , 8 , ❖ Equivital EQ02 Life Monitor vest HR and HRV derived from ECG, ST, breathing rate (BR), and SC , ❖ Multiclass/binary classification ● RUS Boosted Trees, Subspace KNN, and gagged trees ● 94.7% accuracy for simultaneous physical and mental stress monitoring , IL , ● Labels: self-reported physical (RPE) and mental stress (NASA-TLX) ● 2 labels/participant: physical (every 5 min) and mental (pre/post-task) ● Monitoring: 25 min physical (manual handling) + 25 min mental (digits task), repeated over two days , ● Controlled environment limits generalizability to actual construction sites ● Small sample size affects robustness and scalability. .. (Velmovitsky et al., 2022 ) [ ] Using apple watch ECG data for heart rate variability monitoring and stress prediction , 33 , ❖ Apple Watch Series 6 RMSSD, HRV, mean HR, SDNN (standard deviation of R-R intervals), and frequency-domain metrics (e.g., LF/HF ratio) derived from ECG , ❖ Binary classification ● Classical ML, RF, and SVM ● 52% to 64% F1-weighted scores , IW , ● Labels: self-reported stress (DASS-21; single-item Likert) ● 6 labels/participant daily (every 3 h; EMA) ● Monitoring: 2 weeks with Apple Watch (30 s ECG readings) ● Prompting: 6 times/day for ECG and stress questionnaires via mobile health platform , ● Predominantly white female participants limit generalizability ● Real-life data collection introduces noise, reducing accuracy ● Models performed well for “no stress” but poorly for “stress” states.

other:

Article Title: Wearables research for continuous monitoring of patient outcomes: A scoping review
Article Snippet: , Equivital EQ02 + LifeMonitor , 1 (1%).

Article Title: Detection of Cognitive Performance Deterioration Due to Cold-Air Exposure in Females Using Wearable Electrodermal Activity and Electrocardiogram.
Article Snippet: Temperature data were transmitted to the Equivital EQ02+ LifeMonitor.

Article Title: The impact of a commercial lower extremity exoskeleton on metabolic load, perceived exertion, and physiological response to a challenging military relevant task: A randomized cross-over design pilot study
Article Snippet: During performance heart rate was monitored continuously via the Equivital EQ02+ LifeMonitor and Black Ghost Software (Hidalgo, Cambridge, UK).

Article Title: Wearables research for continuous monitoring of patient outcomes: A scoping review
Article Snippet: [ ] , Hawthorne et al., 2022 , UK , Prospective, cohort, observational , No , 31 , N/R , COPD/ respiratory rate, heart rate, skin temperature, physical activity , 6 weeks , Equivital EQ02 + LifeMonitor , Increased heart rate and reduced physical activity were associated with worsening symptoms..

Article Title: The Effect of Fitness on Performance, Exertion, and Cognition During Simulated Firefighter Occupational Tasks.
Article Snippet: During the OTA, an EQ02+ LifeMonitor (Equivital EQ02, Hidalgo, Pencoed, UK) was used to measure heart rate, ventilatory rate, and skin temperature and to estimate core temperature.

Article Title: Detection of Cognitive Performance Deterioration Due to Cold-Air Exposure in Females Using Wearable Electrodermal Activity and Electrocardiogram.
Article Snippet: Supplemental to these devices, additional ECG signals were also recorded using the Equivital EQ02+ LifeMonitor and associated chest-worn electrodes (Swavessey, UK).

Article Title: Occupational cold stress and rewarming alters skin temperature thresholds for manual dexterity decrements: An exploratory study.
Article Snippet: Heart rate was measured using the eq02+ Lifemonitor (Equivital, Hidalgo Ltd., Cambridge, UK) sampling at 256 Hz and proper fitting was ensured per manufacturer's instructions.



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Equivital Inc sensor electronics module (sem) unit
Sensor Electronics Module (Sem) Unit, supplied by Equivital Inc, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/product/sensor+electronics+module+(sem)+unit/eq02+lifemonitor/pmc09467553-109-29-35
Average 90 stars, based on 1 article reviews
sensor electronics module (sem) unit - by Bioz Stars, 2026-09
90/100 stars
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