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Emotion Forecasting: A Transformer-Based Approach
Reference 51: Core affect and the psychological construction of emotion Reference 52: A circumplex model of affect Reference 53: The circumplex model of affect: an integrative approach to affective neuroscience, cognitiveaffect
J Med Internet Res 2025;27:e63962
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Positive and negative affect surveys were deployed to participants’ smartphones once every 2 weeks via an abbreviated form of the Positive and Negative Affect Schedule (PANAS) [41,42]. The abbreviated PANAS consisted of 5 items assessing negative affect and 5 items assessing positive affect. Example items include “indicate to what extent you have felt afraid over the past few days” (negative affect) and “indicate to what extent you have felt inspired over the past few days” (positive affect).
J Med Internet Res 2025;27:e64965
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For the current purpose, we concentrated on affect (5 items for positive affect, 5 items for negative affect, eg, “Right now I feel scared”; response scale: 1=“not at all” to 7=“very much” [49], based on Positive and Negative Affect Schedule [50]), craving (6 items, eg, “Drinking would make things seem perfect”; response scale: 1=“I totally agree” to 7=“I totally disagree,” based on ACQ [51]), social context (1 item: “Are you currently alone?”
JMIR Mhealth Uhealth 2024;12:e53401
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Rapport Building in Written Crisis Services: Qualitative Content Analysis
affect
J Med Internet Res 2024;26:e42049
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In the first study, authors found that participants who repeatedly narrated the content of positive autobiographical memories reported decreases in PTSD symptom severity and negative affect, as well as increases in positive affect across time compared to the control condition [38]. In the second study, authors found that survivors of trauma who repeatedly retrieved positive (and neutral) memories reported less PTSD and depression severity, fewer posttrauma cognitions, and improved affect [39].
JMIR Res Protoc 2024;13:e51838
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The Care QOL caregiver strain item bank [35] was used to assess feelings of being overwhelmed or burdened by the caregiver role; the PROMIS (Patient-Reported Outcomes Measurement Information System) Anxiety item bank [39,40] was used to provide a measure of the level of anxiety (eg, fear, anxious misery, hyperarousal, and somatic symptoms related to arousal); and the PROMIS Depression item bank [39,40] provided a measure of perceived depression (ie, negative mood, decrease in positive affect, information-processing
JMIR Form Res 2023;7:e43099
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To assess positive and negative affect, the 20-item Positive and Negative Affect Schedule (PANAS) scale was used. The PANAS scale has been used in a study looking at the association between affect and sexual behavior among MSM individuals [25]. To assess perceived stress, the 10-item Perceived Stress Scale (PSS) was used.
JMIR Form Res 2023;7:e45717
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Additionally, we predicted that within groups, greater exposure to greenspace on a given day would be associated with (1) higher ratings of positive affect (happiness) and lower ratings of negative affect (anxiety and sadness), and (2) greater use of positive affect words and lower use of negative affect words on that same day.
This study involves a secondary analysis of data collected as part of another study. Methods are described in detail in the primary outcomes paper.
JMIR Form Res 2023;7:e44323
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The affect regulation model of BE posits that affect dysregulation (ie, difficulty tolerating or regulating negative emotional states) is a significant, momentary risk factor for BE, as BE is negatively reinforced by the alleviation of negative affect that it facilitates [9-11]. Although the affect regulation model of BE has been substantiated in extant literature [12-14], there remain several unanswered questions about the role of affect in BE.
JMIR Res Protoc 2023;12:e47098
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