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empatica e4 wearable device  (Empatica Inc)

 
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    Structured Review

    Empatica Inc empatica e4 wearable device
    Empatica E4 Wearable Device, supplied by Empatica Inc, used in various techniques. Bioz Stars score: 86/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
    https://www.bioz.com/product/wearable+device+empatica+e4/device+e4+wearable/pmc13140024-167-8-8
    Average 86 stars, based on 1 article reviews
    empatica e4 wearable device - by Bioz Stars, 2026-09
    86/100 stars

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    Related Articles

    other:

    Article Title: Using Digital Phenotyping to Discriminate Unipolar Depression and Bipolar Disorder: Systematic Review
    Article Snippet: The final study [ ] used physiological data collected by the wearable device Empatica E4 to classify 7 groups, including different episodes of UD and BD, remission phases of both disorders, and HC, achieving an accuracy of 0.7 and an F 1 -score of 0.6927.

    Article Title: In Touch We Decide: Physical Touch by Embodied Virtual Agent Increases the Acceptability of Advice
    Article Snippet: For more information, see https://creativecommons.org/licenses/by/4.0/ We measured subjective emotions using a questionnaire and physiological responses using a wearable device (Empatica E4 5 , Milan, Italy).

    Article Title: Using Digital Phenotyping to Discriminate Unipolar Depression and Bipolar Disorder: Systematic Review
    Article Snippet: , Anmella et al [ ], 2023 , 2 d , , Physiological data with wearable devices (Empatica E4) , , Rules-based filter for invalid physiological data and time unit set to 1 second , , X, Y, or Z-axis acceleration, blood volume pulse, electrodermal activity, heart rate, and skin temperature , , BiLSTM d , , — e , , 7-class classification task: ACC f =0.7; AUROC g =0.69; F 1 -score=0.6927 , .

    Article Title: Method and system for early detection of COVID-19
    Article Snippet: Hence, embodiments of present disclosure periodically collect data internally stored in a wearable device (for example, Empatica E4) worn by a subject (for example, healthcare worker) throughout the day.

    Article Title: Using Digital Phenotyping to Discriminate Unipolar Depression and Bipolar Disorder: Systematic Review.
    Article Snippet: The final study [35] used physiological data collected by the wearable device Empatica E4 to classify 7 groups, including different episodes of UD and BD, remission phases of both disorders, and HC, achieving an accuracy of 0.7 and an F1-score of 0.6927.

    Activity Assay:

    Article Title: Using Digital Phenotyping to Discriminate Unipolar Depression and Bipolar Disorder: Systematic Review.
    Article Snippet: .. Another study [35] used the research-grade wearable device Empatica E4 to collect physiological data across multiple channels, including acceleration, skin temperature, blood volume pulse, heart rate, and electrodermal activity. .. Of the 3 studies, 1 (33%) study [30] used principal component analysis to identify distinct temporal patterns of intraday activities differentiating BD from UD, including significant (p<0.05) differences in activity patterns (eg, morning hyperactivity in BD vs morning hypoactivity in UD).

    Marker:

    Article Title: Feasibility and adherence to ecological momentary assessment among community-dwelling adults with suicide risk
    Article Snippet: .. In our study, we guided the participants to press the event marker when they had suicidal thoughts, consistent with the study by Kleiman et al. [ ], which recorded suicidal thoughts on the wearable device Empatica E4 for adolescent inpatients with suicidal ideation. ..

    Article Title: Feasibility and adherence to ecological momentary assessment among community-dwelling adults with suicide risk.
    Article Snippet: .. In our study, we guided the participants to press the event marker when they had suicidal thoughts, consistent with the study by Kleiman et al. [6], which recorded suicidal thoughts on the wearable device Empatica E4 for adolescent inpatients with suicidal ideation. ..



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    Features of experiment 1’s naturalistic study design

    Journal: Nature Communications

    Article Title: A transparency statement improves trust in community-police interactions

    doi: 10.1038/s41467-024-55709-6

    Figure Lengend Snippet: Features of experiment 1’s naturalistic study design

    Article Snippet: Blinding of Participants to Being in a Study , No , Needed to consent participants to be able to collect intrusive measures (i.e., participant language and psychophysiological responses) that would not otherwise be possible to collect in a natural field experiment , Before beginning the study, participants provided informed consent and were equipped with wearable Empatica E4 devices and a research assistant initiated an audio recording on an iPad.

    Techniques: