Ecological Momentary Assessment Research Articles

Hearing aid benefit in daily life: a qualitative ecological momentary assessment study

IntroductionUnderstanding hearing aid wearer experiences in real-world settings is important to provide responsive and individualized hearing care. This study aimed to describe real-life benefits of hearing aids (HAs), as reported by hearing aid wearers through Ecological Momentary Assessment (EMA) in various listening environments.MethodQualitative content analysis of 1,209 open-text responses, provided through self-initiated EMAs, was conducted. The de-identified data was collected retrospectively via a smartphone app compatible with these HAs. Only text responses reflecting positive hearing aid experiences were analyzed. The 1,209 open-text responses were categorized into 18 pre-determined sub-categories, further organized into five overarching categories: Conversational, Leisure, Device-related aspects, Lifestyle, and Other factors.ResultsAcross these categories, 48 self-generated meaning units highlighted the multifaceted benefits of HAs. In particular, participants reported significant improvements in conversational settings, specifically during phone conversations and meetings, attributed to improved sound quality and speech understanding when wearing their HAs. During leisure activities, particularly TV watching and music listening, clearer sound and ease of Bluetooth streaming contributed to experienced benefits. Lifestyle improvements were reported in occupational and social settings, as hearing aid wearers stated enhanced communication and sound awareness. Device-related factors contributing to positive wearer experiences included extended battery life and the convenience of rechargeable batteries. The most prominent sub-category, other factors, underscored overall satisfaction, comfort with the device, and improved auditory experiences across various environments.ConclusionThis study reveals the diverse benefits of HAs in improving communication, listening experiences, and quality of life across various settings, as captured through EMA. By emphasizing features like direct streaming and rechargeability, the findings highlight the importance of personalized hearing care and the potential of real-time listener feedback to inform device enhancements and support strategies, advancing more tailored and effective hearing rehabilitation.

Long-Term Study on the Fluctuation of Self-Reported Awake Bruxism in a Cohort of Healthy Young Adults.

The introduction of a smartphone-based ecological momentary assessment (EMA) approach has allowed achieving data on the frequency of different awake bruxism (AB) behaviours (i.e., teeth contact, teeth clenching, teeth grinding, and mandible bracing) reported by an individual in the natural environment. The fluctuation of AB reports over time has a certain degree of variability that has never been investigated. Therefore, the aim of this investigation was to assess the long-term fluctuation of AB behaviours in a population of young adults. A smartphone application was used to assess a real-time report on five specific oral conditions related to AB in a sample of 77 young adults, aged 24.0 ± 0.8 years. Data were recorded over three periods of 7 days, with a three-month interval for a total of 6 months. The average frequency of the relaxed condition was 72.9%, 78.2%, and 80.8% at the end of the first, second, and third sessions, respectively. On average, teeth contact and mandible bracing were the most frequently reported conditions, with a mean prevalence of 12.9% and 7%, respectively, whilst the frequency of teeth clenching and teeth grinding was less than 3%. The ANOVA test showed an absence of significant differences (p < 0.05) between the three recording periods, and the frequency was in general only moderately variable from day-to-day (e.g., the coefficient of variation (CV) for the condition "relaxed jaw muscles" was 0.3). No gender differences were detected either. Findings suggest that in a population of healthy individuals, the frequency of AB behaviours over a six-month monitoring period is quite constant. This investigation represents a standpoint for future comparisons on the study of natural fluctuations of AB behaviours as well as on AB frequency in populations with risk/associated factors and possible clinical consequences.

Feasibility of ecological momentary assessment in measuring physical activity and sedentary behaviour in shift and non-shift workers

BackgroundPrevious studies assessing shift workers’ behaviours have mainly used self-report recall questionnaires, however these measures don’t always account for variations in work schedules. Alternative methods that allow for real-time assessments tailored to capture variations in work patterns might provide more accurate measures of physical activity (PA) and sedentary behaviour (SB). Therefore, the aim of this study was to evaluate the feasibility of Ecological Momentary Assessment (EMA), which provides real-time evaluations of PA and SB in shift workers. A secondary aim was to compare shift workers and non-shift worker responses.MethodsParticipants (n = 120; 58% female, mean Mage=36.0), included 69 shift workers and 51 non-shift workers. After downloading the EMA app, shift workers received either interval-contingent tailored (SW-T) or standardized EMA prompts (SW-S) over 7–10 days, while non-shift workers received standardized prompts (NSW-S) for seven days. Prompts were scheduled five times daily, every three hours. The EMA survey asked participants to report their current activity, including type, duration, and location of physical activity and sitting. Feasibility was assessed by analysing recruitment, retention, and compliance rates (EMA surveys completed) across SW-T, SW-S, and NSW-S groups.ResultsApproximately 78% of invited workers enrolled, and all enrolled workers completed at least one prompt on 4 out 7 days in the NSW-S and 7 out of 10 days in the SW group. Workers who chose not to participate reported unwillingness to travel for meetings (n = 14), while others did not respond (n = 20). Participants completed an average of 24 surveys per day, each one taking less than 30 s to complete. Overall, 64% of EMA surveys were started and completed. SW-S completed the least prompts (57%), while SW-T and NSW-S completed 64% and 68%, respectively (p = 0.90). On average, workers missed 36% EMA surveys which was similar for SW and NSW (p = 0.05).ConclusionOur study represents one of the few studies that has used EMA in the shift work population with adaptation to shift schedules. The findings showed a modest compliance to EMA. Strategies are needed to enhance compliance rates. However, EMA shows promise for capturing real-time behaviours in shift workers’ natural work environments.

Bidirectional associations between sleep and cannabis and alcohol (co-)use in daily life.

Poor sleep is common in the context of cannabis use, but experimental and daily-life studies provide mixed evidence for whether cannabis use helps or disturbs same-night sleep. Despite a high prevalence of co-use of alcohol and cannabis, most studies of cannabis use and sleep do not consider alcohol use. We sought to add to this literature by examining associations between cannabis and sleep in the context of alcohol co-use and to examine these associations bidirectionally using ecological momentary assessment. Participants were 88 adults reporting cannabis use at least 3×/week and simultaneous alcohol and cannabis use at least 2×/week. For 14 days, participants completed morning surveys assessing hours slept and perceived sleep quality from the night before. In morning surveys, random surveys, and substance-specific surveys, participants also reported on alcohol and cannabis craving, use, and amounts. Primary results from multilevel models demonstrated that cannabis use was not independently associated with sleep (duration or quality). However, cannabis use attenuated alcohol's negative effects on sleep quality. Results question the utility of cannabis use to improve sleep but highlight the attenuated negative effects of alcohol as a potential reinforcer of alcohol-cannabis co-use. Future work should continue to consider polysubstance use and integrate additional self-report and objective measures of sleep health to further clarify how cannabis use affects sleep.

Somatic and mental symptoms associated with dysglycaemia, diabetes-related complications and mental conditions in people with diabetes: Assessments in daily life using continuous glucose monitoring and ecological momentary assessment.

To analyse the potential drivers (glucose level, complications, diabetes type, gender, age and mental health) of diabetes symptoms using continuous glucose monitoring (CGM) and ecological momentary assessment. Participants used a smartphone application to rate 25 diabetes symptoms in their daily lives over 8 days. These symptoms were grouped into four blocks so that each symptom was rated six times on 2 days (noon, afternoon and evening). The symptom ratings were associated with the glucose levels for the previous 2 hours, measured with CGM. Linear mixed-effects models were used, allowing for nested random effects and the conduct of N = 1 analysis of individual associations. In total, 192 individuals with type 1 diabetes and 179 with type 2 diabetes completed 6380 app check-ins. Four symptoms showed a significant negative association with glucose values, indicating higher ratings at lower glucose (speech difficulties, P = .003; coordination problems, P = .00005; confusion, P = .049; and food cravings, P = .0003). Four symptoms showed a significant positive association with glucose values, indicating higher scores at higher glucose (thirst, P = .0001; urination, P = .0003; taste disturbances, P = .021; and itching, P = .0120). There were also significant positive associations between microangiopathy and eight symptoms. Elevated depression and diabetes distress were associated with higher symptom scores. N = 1 analysis showed highly idiosyncratic associations between symptom reports and glucose levels. The N = 1 analysis facilitated the creation of personalized symptom profiles related to glucose levels with consideration of factors such as complications, gender, body mass index, depression and diabetes distress. This approach can enhance precision monitoring for diabetes symptoms in precision medicine.

Suicidal thoughts are associated with reduced source attribution of emotion.

Approximately 9% of people think about suicide during their lifetime. Suicidal thoughts are consistently associated with perceived failures in emotion regulation. However, factors contributing to these perceptions remain insufficiently clear. New evidence suggests that when people know little about the cause of their emotions (i.e., low source attribution of emotion), they perceive themselves as less successful in regulating them. Therefore, emotion regulation deficits in people with suicidal thoughts might be related to lower knowledge about sources of emotions. We examined this question in two ecological momentary assessment studies (N₁ = 396, N₂ = 195). We found that participants with current suicidal thoughts knew less about the sources of their emotions compared to participants with no suicidal thoughts history (Studies 1 and 2), and even when compared to controls with similar levels of psychiatric symptoms but no history of suicidal thoughts (Study 2). Using language processing, we found that written descriptions of the source of participants' emotions were less concrete among those with suicidal thoughts compared to participants with no suicidal thoughts history. Among suicidal participants, suicidal thoughts were more likely to be present in moments when participants knew less than usual about the source of their negative emotions (Study 2), and low knowledge of the source was associated with more frequent and prolonged suicidal thoughts (Studies 1 and 2). Finally, lower perceived success in emotion regulation mediated the association between source attribution of emotion and the occurrence of suicidal thoughts. Findings suggest that reduced knowledge about the source of negative emotions might increase the risk for suicidal thinking. (PsycInfo Database Record (c) 2024 APA, all rights reserved).

U.S. Adolescents’ daily social media use and well-being: Exploring the role of addiction-like social media use

ABSTRACT Associations between adolescent social media use and well-being are inconclusive, and studies using rigorous methodologies and objective measures are needed. Additionally, attention on what individual differences may moderate linkages between social media and well-being is necessary. We tested 1) how daily social media use (assessed via objective-reports and self-reports during an ecological momentary assessment period) relates to daily subjective well-being, 2) the prevalence and concordance between scholar-defined addiction-like social media use (ASMU) and participant perceptions of social media addiction, 3) how these constructs relate to subjective well-being, and 4) if these constructs moderate daily links between social media use and subjective well-being. In a sample of 103 adolescents (M age = 16.48, 47% female), ASMU and perceived addiction were highly correlated but some adolescents’ classification differed when cross-referencing. Both were similarly associated with demographics and depressive symptoms. Self-reported, but not objectively-recorded, social media use was related to greater ASMU and perceived addiction. Links between social media use and well-being were inconsistent, with no moderation by ASMU or perceived addiction. Most adolescents endorsed some degree of ASMU, and future research should examine how social media-triggered disruptions to daily functioning relates to well-being.

Feelings of gratitude to Allah and people and their associations with affect in daily life

ABSTRACT Gratitude has been studied in the context of human social relationships primarily, but relatively less is known about gratitude in relation to a deity. We extended this research by studying gratitude among Muslim American adolescents, an understudied population, by comparing feelings of gratitude to Allah with feelings of gratitude to people in their associations with affect in daily life. Muslim adolescents (N = 202) participated in an Ecological Momentary Assessment study by completing up to three momentary reports each day during three separate weeks. Within-person results showed that both forms of gratitude were positively associated with concurrent happiness and calmness and were negatively associated with concurrent anxiety and sadness, though gratitude to people was a stronger predictor of happiness than gratitude to Allah. Most of the associations between gratitude to people and affect were stronger when youth felt less grateful to Allah, thus supporting a compensation model in which one form of gratitude offsets lower levels in the other. Lagged associations indicated that gratitude to people more consistently predicted greater subsequent feelings of happiness and calmness, whereas happiness and calmness consistently predicted greater subsequent feelings of gratitude to Allah. Results have implications for how distinct forms of gratitude may differentially influence affect.

Exploring emotions beyond the laboratory: A review of emotional and physiological ecological momentary assessment methods in children and youth.

Recent advancements in methodologies such as ecological momentary assessment (EMA) and ambulatory physiology devices have enhanced our ability to measure emotions experienced in daily life. Despite the feasibility of EMA for assessing children's and youth's emotional self-reports, the feasibility of combining it with physiological measurements in a real-life context has yet to be established. Our scoping review evaluates the feasibility and usability of implementing emotional and physiological EMA in children and youth. Due to the complexities of physiological EMA data, this review also synthesized existing methodological and statistical practices of existing studies. Following the PRISMA-ScR guidelines, we searched and screened PsycINFO, PubMed, and Web of Science electronic databases for studies that assessed children's and youth's subjective emotions and cardiac or electrodermal physiological responses outside the laboratory. Our initial search resulted in 4174 studies, 13 of which were included in our review. Findings showed significant variability in the feasibility of physiological EMA, with physiology device wear-time averaging 58.77% of study periods and data loss due to quality issues ranging from 0.2% to 77% across signals. Compliance for emotional EMA was approximately 60% of study periods when combined with physiological EMA. The review points to a lack of standardized procedures in physiological EMA and suggests a need for guidelines in designing, processing, and analyzing such data collected in real-life contexts. We offer recommendations to enhance participant engagement and develop standard practices for employing physiological EMA with children and youth for emotion, developmental, and psychophysiology researchers.

The temporal dynamics of perceived stress and depression in college students: An ecological momentary assessment.

Previous studies have implied that stress is a risk factor for depression, but relatively little is known about how healthy individuals' stress dynamically affects depression as a mood in daily life. Therefore, an ecological momentary assessment study was conducted among 141 college students to test the temporal dynamic effect of daily perceived stress on depression and the underlying mediating and moderating role of rumination. Perceived stress, state rumination, and depression were measured using self-compiled questionnaire three times a day over 12 days. Trait rumination was measured with the Nolen-Hoeksema Ruminative Response Scale. Hierarchical linear models with HLM 7.0 were adopted to examine the mediation and moderation effects. In the mediation model, the greater the daily perceived stress at time t, the higher the state rumination at time t + 1, and state rumination at t + 1 positively predicted college students' depression at t + 2. In the moderation model, trait rumination significantly facilitated perceived stress-induced depression. These results verified that daily perceived stress could affect college students' depression directly or indirectly through the critical mediating mechanism of state rumination, and this effect would be exacerbated with a higher level of trait rumination.

Within-episode relations among simultaneous alcohol and cannabis use and continued drinking: The role of momentary subjective responses, craving, and drinking context.

Simultaneous alcohol and cannabis use is associated with riskier daily drinking. However, little research has tested momentary mechanisms through which simultaneous use predicts continued drinking during acute drinking episodes. The current study tested whether simultaneous use moments predicted within-episode increases in subjective responses, craving, and continued drinking, and whether these relations were potentiated in social versus solitary settings. Emerging adults who co-use alcohol and cannabis (N = 85) completed 21 days of ecological momentary assessment with event-contingent reports during drinking episodes. Three-level multilevel models tested whether simultaneous (vs. alcohol-only) use moments indirectly predicted subsequent, continued drinking through subjective responses (i.e., high-arousal positive/stimulant, high-arousal negative/aggression, low-arousal positive/relaxation, low-arousal negative/impairment) and alcohol craving, and whether relations differed by social versus solitary contexts. Within drinking episodes, simultaneous (vs. alcohol-only) use moments were associated with increased stimulation, which was indirectly associated with continued drinking through increased alcohol craving. Additionally, the relation between simultaneous (vs. alcohol-only) use and stimulating effects was potentiated during solitary drinking moments, whereas the relation between stimulating effects and craving was potentiated during social drinking moments. However, stimulating effects were higher in social contexts across all moments. Finally, simultaneous (vs. alcohol-only) use moments were associated with increased relaxation, which was indirectly associated with a lower likelihood of continued drinking through lesser craving. Simultaneous use predicted both continued within-episode drinking and cessation of drinking, with acute subjective effects and craving as mechanisms, dependent upon context. Just-in-time interventions should consider targeting affect, craving, and context in event-specific interventions.

Temporal generative models for learning heterogeneous group dynamics of ecological momentary assessment data.

One of the goals of precision psychiatry is to characterize mental disorders in an individualized manner, taking into account the underlying dynamic processes. Recent advances in mobile technologies have enabled the collection of ecological momentary assessments that capture multiple responses in real-time at high frequency. However, ecological momentary assessment data are often multi-dimensional, correlated, and hierarchical. Mixed-effect models are commonly used but may require restrictive assumptions about the fixed and random effects and the correlation structure. The recurrent temporal restricted Boltzmann machine (RTRBM) is a generative neural network that can be used to model temporal data, but most existing RTRBM approaches do not account for the potential heterogeneity of group dynamics within a population based on available covariates. In this paper, we propose a new temporal generative model, the HDRBM, to learn the heterogeneous group dynamics and demonstrate the effectiveness of this approach on simulated and real-world ecological momentary assessment datasets. We show that by incorporating covariates, HDRBM can improve accuracy and interpretability, explore the underlying drivers of the group dynamics of participants, and serve as a generative model for ecological momentary assessment studies.

Momentary awareness of body sensations is associated with concurrent affective experience.

Affect is thought to be a low-dimensional representation of ongoing body activity. Recent studies have demonstrated that individual differences in the ability to objectively detect one's body activity are related to affective experience, particularly the experience of affective arousal. However, less is known about the role of subjective awareness of body sensations in affective experience, a facet of interoception that has been distinguished from objective detection on theoretical and empirical grounds. Moreover, there is a lack of evidence concerning how affective experience relates to the perception of body activity in the moment; that is, how awareness of sensations from the body may covary with affective and emotional experiences in real time. In the present studies, we examine within-person relationships between subjective awareness of body sensations and self-reported affect in real-world settings using ecological momentary assessment (EMA) paradigms. Across two EMA studies with international samples of adults, we found participants reported greater awareness of body sensations in moments where they also reported experiencing heightened arousal and more negatively valenced affect. In Study 1 (N = 109; data collected and analyzed 2022), we found that the associations held across a 4-week EMA protocol. In Study 2 (N = 116; data collected 2020, analyzed 2022), we also derived measures of affective valence from participants' freely generated descriptions of their ongoing thoughts, and we explored the consistency of this relationship with awareness of several individual body sensations (e.g., awareness of one's breathing, awareness of one's heart rate). We conclude that affective experience covaries moment to moment with subjective awareness of the body. (PsycInfo Database Record (c) 2024 APA, all rights reserved).

Capturing mobile, situational, and multi-dimensional tourist experience: an integrated approach

ABSTRACT Inspired by the critical and mobility turns in tourism studies, this article provides a conceptualisation of understanding tourist experiences on the move, along with an integrated methodology for tracking mobile tourist experiences. It argues that tourist experience is mobile and situational. Multi-dimensional aspects of tourist experience evolve and interact during their journey. Based on recent theoretical and methodological advancements, this article proposes an integrated approach to capturing the geographic, sensory, social, and emotional aspects of tourist experiences at specific places and times throughout their journey. To offer a more comprehensive understanding of the intricate and evolving nature of tourist experiences in different geographical contexts, this approach integrates Global Positioning System (GPS) tracking, portable sound levels sensing, and wearable physiological sensing technologies, together with Ecological Momentary Assessment (EMA) survey, in-situ photos and videos, and photo – and video-elicited interviews. A study case of the mobile tourist experience on Mount Huangshan in China is used to illustrate the integrated approach. Finally, this article concludes by discussing theoretical contributions, methodological advancements, and practical implications, which lay foundations for understanding the dynamics and complexities of tourist experiences in future studies.

Emptiness and negative affect changes related to binge eating and borderline personality traits.

Borderline personality disorder (BPD) is characterized by unstable self-image, conflictual interpersonal relationships, emotional dysregulation, and marked impulsivity. One form of impulsivity commonly seen in BPD is binge eating; however, little is known about this maladaptive behavior in the context of BPD. In the eating disorder (ED) literature, multiple theories suggest binge eating occurs as a result of heightened levels of negative affect. Given that BPD and EDs share emotional dysregulation and impulsivity as maintaining mechanisms of each respective disorder, these theories of binge eating may provide a model for binge eating in BPD. Existing literature suggests feelings of emotional emptiness may precede binge episodes in those with EDs. The current study sought to explore feelings of emptiness as antecedents to binge eating behaviors in those with BPD traits. Using ecological momentary assessment, binge episodes, affect, and feelings of emptiness were tracked throughout the day for 14 days in undergraduate students with BPD traits (n = 55). The current study found momentary feelings of emptiness at the time of the binge eating episode significantly predicted increased odds of a binge episode occurring. Additionally, momentary feelings of emptiness, as well as other negative affects, increase following a binge episode. Results suggest treatment of binge eating within BPD should include elements of acceptance of negative affects including emptiness, such as in dialectical behavior therapy distress tolerance skills training. (PsycInfo Database Record (c) 2024 APA, all rights reserved).

A Growth of Hierarchical Autoregression Model for Capturing Individual Differences in Changes of Dynamic Characteristics of Psychological Processes

Several methodological innovations have been advanced in the past decades that combine growth curve models (GCMs) with models of autoregressive (AR) processes. However, most of these approaches do not effectively capitalize on known (e.g., study design-related) information to structure the growth curves into meaningful between- and within-phase changes, while simultaneously accommodating interindividual differences in these intraindividual changes. We propose a Bayesian growth of hierarchical autoregression (GoHiAR) model, which combines AR and GCM to evaluate phase-to-phase changes in multifaceted dynamic characteristics (e.g., baseline, variability, and inertia) as well as individual differences in these changes. This approach allows for drawing conclusions in a way that the proposed data generating mechanisms are in line with the theoretical insights about psychological change and dynamics. Our Bayesian implementation of the GoHiAR model allows for all parameters to be estimated simultaneously. First, we evaluated GoHiAR’s overall estimation accuracy and sampling efficiency, effects of model misspecifications, and sensitivity to effect sizes via a simulation study. Results showed reasonable performance. Then, we applied GoHiAR to an ecological momentary assessment (EMA) study that comprised data from pre-, during, and following an intervention, and investigated changes in the dynamic characteristics of individuals’ psychological well-being (specifically in meaning of life) within and across phases.

Ecological momentary assessment of daily affect, stress, and nightmare reports among combat-exposed veterans.

Ecological momentary assessment of daily affect, stress, and nightmare reports among combat-exposed veterans.

Interoception, emotion regulation strategies and skin-picking behaviors – Results of an intensive longitudinal study

Compulsive skin-picking is associated with emotion regulation difficulties, whose origins remain unclear. Interoception, plays an important role in effective emotion regulation. This study examined the relationship between interoception, emotion regulation strategies, and skin-picking in 136 individuals (85% women, aged 18–41), including 71 engaging in skin-picking and 65 psychologically healthy controls. We were interested in between-group differences in maladaptive and adaptive emotion regulation and aspects of interoception as well as associations of the latter with skin-picking symptoms and use of emotion regulation strategies. At baseline, we assessed habitual emotion regulation strategies (rumination, suppression, distraction, engagement, arousal control, reappraisal) and Interoceptive Sensibility (e.g., emotional awareness, body listening, self-regulation, noticing) through self-report questionnaires. Moreover, Interoceptive Accuracy (IAc) was measured via a Heartbeat Counting Task. Additionally, Ecological Momentary Assessment (EMA) over seven days was used to register use of emotion regulation strategies and the occurrence and severity of skin-picking episodes during that period. At baseline, the skin-picking group exhibited lower IAc, emotional awareness, and higher habitual use of rumination than control group. Lower IAc was associated with higher odds of reporting skin-picking episodes assessed during EMA. Body listening correlated with a reduced sense of control over skin-picking during EMA. In total sample, self-regulation was related to lower odds of using rumination during EMA and noticing with less use of cognitive reappraisal. The study highlights the complex relationship between interoception, emotion regulation, and skin-picking, offering new insights into the mechanisms underlying skin picking disorder.

Predictors of participant compliance with ecological momentary assessment among individuals with chronic pain who are using cannabis and opioids

BackgroundCannabis may be an alternative or adjunct to opioid therapy for chronic pain. However, there are limited data on patterns of opioid medication and medical cannabis use. The current study investigated the feasibility of using Ecological Momentary Assessment (EMA) to assess patterns of prescription opioids and medical cannabis among individuals experiencing chronic pain. MethodThe study included 133 participants recruited online. Participants were 42.6 (SD = 13.9) years old on average and the majority were men (57.9 %) and Non-Hispanic White (63.2 %). Participants completed a baseline assessment, followed by 30-days of EMA data collection with four randomly prompted past-hour surveys and one daily diary per day, and a follow-up survey that assessed perceived EMA burden. Simple and multivariable linear regression models were estimated to investigate participant predictors of the proportion of EMA surveys completed (past-hour surveys and daily diaries in separate models). ResultsCompliance rates for EMAs prompts were 89.7 % for daily diaries and 63.3 % for past-hour surveys. In multivariable regression, participants holding a graduate degree completed a lower proportion of daily diaries (b = −0.109, SE = 0.052, p < .05) and past-hour surveys (b = −0.148, SE = 0.071, p < .05), compared to those with less than a 4-year degree. Participants completing a higher proportion of daily diaries reported greater ease of use at follow-up (b = 0.050, SE = 0.022, p < .05) and those completing a higher proportion of past-hour surveys desired higher rewards (b = 0.066, SE = 0.033, p < .05). ConclusionsStudy results confirm the feasibility of using EMA methods to assess patterns of prescription opioids and medical cannabis among individuals experiencing chronic pain.

Examining missingness at the momentary level in clinical research using ecological momentary assessment: Implications for suicide research.

The use of intensive time sampling methods, such as ecological momentary assessment (EMA), has increased in clinical, and specifically suicide, research during the past decade. While EMA can capture dynamic intraindividual processes, repeated assessments increase participant burden, potentially resulting in low compliance. This study aimed to shed light on study-level and psychological variables, including suicidal ideation (SI), that may predict momentary prompt (i.e., prompt-to-prompt) completion. We combined data from three EMA studies examining mental health difficulties (N = 103; 10,656 prompts; 7144 completed), using multilevel models and machine learning to determine how well we can predict prompt-to-prompt completion and which variables are most important. The two most important variables in prompt-to-prompt completion were hours since the last prompt and time in study. Psychological variables added little predictive validity; similarly, trait-level SI demonstrated a small effect on prompt-to-prompt completion. Our study showed how study-level characteristics can be used to explain prompt-to-prompt compliance rates in EMA research, highlighting the potential for developing adaptive assessment schedules to improve compliance.