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Beyond Self-Report: Tools to Compare Estimated and Real-World Smartphone Use

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

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How are habits formed: Modelling habit formation in the real world
inferredcites →https://doi.org/10.1007/s00779-011-0412-2openalex-snapshot
Habits make smartphone use more pervasive
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Over‐connected? A qualitative exploration of the relationship between Australian youth and their mobile phones
inferredcites →https://doi.org/10.1016/j.chb.2007.01.019openalex-snapshot
Personality and self reported mobile phone use
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Adolescents’ use of Instant Messaging as a means of emotional relief
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Cognitive failures in daily life: Exploring the link with Internet addiction and problematic mobile phone use
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Happiness is greater in natural environments
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Mindfulness predicts less texting while driving among young adults: Examining attention- and emotion-regulation motives as potential mediators
inferredcites →https://doi.org/10.1016/j.paid.2013.07.024openalex-snapshot
Adapting the Mobile Phone Problem Use Scale for adolescents: The English version
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Social fMRI: Investigating and shaping social mechanisms in the real world
inferredcites →https://doi.org/10.1016/s0005-7967(01)00028-6openalex-snapshot
A cognitive theory of compulsive checking
inferredcites →https://doi.org/10.1080/00049530903567229openalex-snapshot
Needing to connect: The effect of self and others on young people's involvement with their mobile phones
inferredcites →https://doi.org/10.1080/17482790802078565openalex-snapshot
LINKING PSYCHOLOGICAL ATTRIBUTES TO ADDICTION AND IMPROPER USE OF THE MOBILE PHONE AMONG ADOLESCENTS IN HONG KONG
inferredcites →https://doi.org/10.1089/cpb.2005.8.39openalex-snapshot
Psychological Predictors of Problem Mobile Phone Use
inferredcites →https://doi.org/10.1089/cpb.2008.0030openalex-snapshot
Personality and Self-Esteem as Predictors of Young People's Technology Use
inferredcites →https://doi.org/10.1089/cpb.2009.0022openalex-snapshot
Addictive Personality and Problematic Mobile Phone Use
inferredcites →https://doi.org/10.1093/sleep/26.7.902openalex-snapshot
Actigraphy in the Assessment of Insomnia
inferredcites →https://doi.org/10.1111/jcc4.12109openalex-snapshot
The Extended iSelf: The Impact of iPhone Separation on Cognition, Emotion, and Physiology
inferredcites →https://doi.org/10.1177/0963721414550706openalex-snapshot
The Role of Ambulatory Assessment in Psychological Science
inferredcites →https://doi.org/10.1177/1745691612441215openalex-snapshot
The Smartphone Psychology Manifesto
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Mental Representations of Weekdays
inferredcites →https://doi.org/10.14687/ijhs.v12i1.3122openalex-snapshot
Evaluation of problematic use of mobile phones and quality of sleep among high school students
inferredcites →https://doi.org/10.2174/157340012803520522openalex-snapshot
Problematic Use of the Mobile Phone: A Literature Review and a Pathways Model
inferredcites →https://doi.org/10.2224/sbp.2015.43.7.1209openalex-snapshot
Sociable People Beware? Investigating Smartphone Versus Nonsmartphone Dependency Symptoms Among Young Singaporeans
inferredcites →https://doi.org/10.3758/app.72.3.561openalex-snapshot
Timing and time perception: A review of recent behavioral and neuroscience findings and theoretical directions

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Connecting Alone: Smartphone Use, Quality of Social Interactions and Well-Being
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An Analysis of the Interaction Between Intelligent Software Agents and Human Users
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Resisting Edutainment: How Reward Deficiency Syndrome Fuels the Student Attention Crisis
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Smartphone Addiction and Its Relationship with Cyberbullying Among University Students
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Real Time Monitoring of Engagement with a Text Message Intervention to Reduce Binge Drinking Among Men Living in Socially Disadvantaged Areas of Scotland
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Usage of a Web-Based Workplace and Symptom Self-Management Intervention Tool to Improve Work Ability for Breast Cancer Survivors
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The Potential of Digital Phenotyping and Mobile Sensing for Psycho-Diagnostics of Internet Use Disorders
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Family Smartphone Practices and Parent-Child Conversations During Informal Science Learning at an Aquarium
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Non-social features of smartphone use are most related to depression, anxiety and problematic smartphone use
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Distress tolerance and mindfulness mediate relations between depression and anxiety sensitivity with problematic smartphone use
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The effect of cellphones on attention and learning: The influences of time, distraction, and nomophobia
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Low self-control capacity is associated with immediate responses to smartphone signals
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Narcissistic adolescents' attention-seeking following social rejection: Links with social media disclosure, problematic social media use, and smartphone stress
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Do pop-up notifications regarding smartphone use decrease screen time, phone checking behavior, and self-reported problematic smartphone use? Evidence from a two-month experimental study
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The association between self-esteem and dimensions and classes of cross-platform social media use in a sample of emerging adults – Evidence from regression and latent class analyses
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The idiosyncrasies of everyday digital lives: Using the Human Screenome Project to study user behavior on smartphones
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Do you have your smartphone with you? Behavioral barriers for measuring everyday activities with smartphone sensors
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Meaning in life as a mediator between interpersonal alienation and smartphone addiction in the context of Covid-19: A three-wave longitudinal study
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Fuzzy constructs in technology usage scales
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Smartphones and attention, curse or blessing? - A review on the effects of smartphone usage on attention, inhibition, and working memory
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Somebody’s Watching Me: Smartphone Use Tracking and Reactivity
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Criterion validity of a research-based application for tracking screen time on android and iOS smartphones and tablets
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Smartphones and parent-child conversations during young children's informal science learning at an aquarium
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Agreement between self-reported and objectively measured smartphone use among adolescents and adults
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Does protection motivation predict self-protective online behaviour? Comparing self-reported and actual online behaviour using a population-based survey experiment
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Quality and quantity: The role of gratification and situation variety when measuring mobile media use
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The moderating effects of executive functions: A multi-level analysis of daily stress and problematic social media use
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The association of parental screen time behaviour and rule-setting with adolescent screen time: Insights from Denmark and Ireland
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Can student-facing analytics improve online students’ effort and success by affecting how they explain the cause of past performance?
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Reducing sedentary time using an innovative mHealth intervention among patients with total knee replacement: Rationale and study protocol
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The relationship between sleep and problematic smartphone use among adolescents: A systematic review
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My fitness pal usage in men: Associations with eating disorder symptoms and psychosocial impairment
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The crossroads of digital phenotyping
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Predictive factors of problematic smartphone use in young Spanish university students
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The Italian version of the mobile phone problematic use scale for adults (MPPUS): A validation study
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Effect of experience sampling schedules on response rate and recall accuracy of objective self-reports
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Do smartphone usage scales predict behavior?
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Effects of materialism on problematic smartphone dependency among adolescents: The role of gender and gratifications
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A narrative synthesis systematic review of digital self-monitoring interventions for middle-aged and older adults
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Artificial intelligence, inattention and liability rules
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Is social media screen time really associated with poor adolescent mental health? A time use diary study
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Pandemic-related anxiety and screen time: A mediation analysis
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Most response-inducing strategies do not increase participation in observational studies: a systematic review and meta-analysis
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Development of ‘My Retainers’ mobile application: Triangulation of two qualitative methods
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Cellulographics©: A novel smartphone user classification metrics
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Connecting alone: Smartphone use, quality of social interactions and well-being
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Le « text neck », un nouveau TMS : mythe ou réalité ?
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Smartphone Use Associated with Refractive Error in Teenagers
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Depression and emotion regulation predict objective smartphone use measured over one week
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Social media diaries and fasts: Educating for digital mindfulness with pre-service teachers
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The impact of type of content use on smartphone addiction and academic performance: Physical activity as moderator
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A double-edged sword? Identifying the influence of peers, mass and social media on engagement in mobile phone use while driving
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Developing Science Process Skills through Mobile Scientific Inquiry
inferred← citeshttps://doi.org/10.1017/9781108671408openalex-snapshot
Smartphones within Psychological Science
inferred← citeshttps://doi.org/10.1017/9781108671408.001openalex-snapshot
Preface
inferred← citeshttps://doi.org/10.1017/9781108671408.002openalex-snapshot
Introduction
inferred← citeshttps://doi.org/10.1017/9781108671408.003openalex-snapshot
Smartphone Usage
inferred← citeshttps://doi.org/10.1017/9781108671408.004openalex-snapshot
Health and Behaviour Change
inferred← citeshttps://doi.org/10.1017/9781108671408.005openalex-snapshot
Social Interaction and Interpersonal Relationships
inferred← citeshttps://doi.org/10.1017/9781108671408.006openalex-snapshot
Personality and Individual Differences
inferred← citeshttps://doi.org/10.1017/9781108671408.007openalex-snapshot
Cognition
inferred← citeshttps://doi.org/10.1017/9781108671408.008openalex-snapshot
Safety and Security
inferred← citeshttps://doi.org/10.1017/9781108671408.009openalex-snapshot
Conclusion
inferred← citeshttps://doi.org/10.1017/9781108671408.010openalex-snapshot
Index
inferred← citeshttps://doi.org/10.1021/acs.analchem.6b02676openalex-snapshot
Smartphone Analytics: Mobilizing the Lab into the Cloud for Omic-Scale Analyses
inferred← citeshttps://doi.org/10.1021/acs.est.0c07603openalex-snapshot
Insights into Persistent Toxic Substances in Protective Cases of Mobile Phones: Occurrence, Health Risks, and Implications
inferred← citeshttps://doi.org/10.1027/1864-1105/a000321openalex-snapshot
Smartphone Use and Well-Being in Two Contexts
inferred← citeshttps://doi.org/10.1037/tmb0000022openalex-snapshot
Quantifying smartphone “use”: Choice of measurement impacts relationships between “usage” and health.
inferred← citeshttps://doi.org/10.1037/tmb0000022.suppopenalex-snapshot
Supplemental Material for Quantifying Smartphone “Use”: Choice of Measurement Impacts Relationships Between “Usage” and Health
inferred← citeshttps://doi.org/10.1038/s41562-021-01117-5openalex-snapshot
A systematic review and meta-analysis of discrepancies between logged and self-reported digital media use
inferred← citeshttps://doi.org/10.1038/s41562-026-02522-4openalex-snapshot
Longitudinal effect of early social media use on standardized learning outcomes during school career
inferred← citeshttps://doi.org/10.1038/s41597-025-05681-7openalex-snapshot
A multimodal dataset for understanding the impact of mobile phones on remote online virtual education
inferred← citeshttps://doi.org/10.1038/s41598-024-55349-2openalex-snapshot
Self-reported and tracked nighttime smartphone use and their association with overweight and cardiometabolic risk markers
inferred← citeshttps://doi.org/10.1038/s44184-025-00131-zopenalex-snapshot
Examining measurement discrepancies in adolescent screen media activity with insights from the ABCD study
inferred← citeshttps://doi.org/10.1055/a-2164-5818openalex-snapshot
Handydaumen – die neue Volkskrankheit?
inferred← citeshttps://doi.org/10.1055/s-0043-1761931openalex-snapshot
Teledentistry: An Appraisal of Google Play Store Applications
inferred← citeshttps://doi.org/10.1080/00224545.2021.1938811openalex-snapshot
Making data meaningful: guidelines for good quality open data
inferred← citeshttps://doi.org/10.1080/0144929x.2018.1560499openalex-snapshot
Smartphone addiction and associated consequences: role of loneliness and self-regulation
inferred← citeshttps://doi.org/10.1080/0144929x.2021.2007284openalex-snapshot
Curtailing smartphone use: a field experiment evaluating two interventions
inferred← citeshttps://doi.org/10.1080/0144929x.2021.2015441openalex-snapshot
Males (but not females) who use social networking sites excessively make more impulsive decisions than those who do not: Role of gender and delay discounting
inferred← citeshttps://doi.org/10.1080/01639625.2025.2481917openalex-snapshot
Risk Profiles for Cybercrime Victimization: A Conjunctive Analysis of Case Configurations
inferred← citeshttps://doi.org/10.1080/02640414.2019.1642052openalex-snapshot
Performance Nutrition in the digital era – An exploratory study into the use of social media by sports nutritionists
inferred← citeshttps://doi.org/10.1080/0735648x.2023.2222719openalex-snapshot
Explaining cybercrime victimization using a longitudinal population-based survey experiment. Are personal characteristics, online routine activities, and actual self-protective online behavior related to future cybercrime victimization?
inferred← citeshttps://doi.org/10.1080/07370024.2017.1295857openalex-snapshot
Evolving the Ecosystem of Personal Behavioral Data
inferred← citeshttps://doi.org/10.1080/09647775.2025.2512316openalex-snapshot
Recommending art online: investigating user engagement and interactions with a digital collection
inferred← citeshttps://doi.org/10.1080/10410236.2021.1973701openalex-snapshot
Self-Reported versus Actual Alcohol-Related Communication on Instagram: Exploring the Gap
inferred← citeshttps://doi.org/10.1080/10447318.2017.1349250openalex-snapshot
Too Much of a Good Thing: Investigating the Association between Actual Smartphone Use and Individual Well-Being
inferred← citeshttps://doi.org/10.1080/10447318.2024.2356358openalex-snapshot
Network Analysis of Ecological Momentary Assessment Exploring the Role of Online and Offline Social Comparisons in the Mood and Wellbeing of Undergraduate Students
inferred← citeshttps://doi.org/10.1080/10447318.2026.2647542openalex-snapshot
Mobile Sensing Applications for Mental Health: A Scoping Review
inferred← citeshttps://doi.org/10.1080/15228835.2026.2723221openalex-snapshot
The Platform Capitalism Exploitation Framework: A Theory-Driven Synthesis of Youth Problematic Social Media Use
inferred← citeshttps://doi.org/10.1080/16066359.2022.2115033openalex-snapshot
Ontological diversity in gaming disorder measurement: a nationally representative registered report
inferred← citeshttps://doi.org/10.1080/17430437.2018.1554649openalex-snapshot
The transition of second screen devices to first screen status in sport viewing
inferred← citeshttps://doi.org/10.1080/17496535.2020.1730928openalex-snapshot
Distracted Daycare and Child Welfare: An Ethical Analysis
inferred← citeshttps://doi.org/10.1080/19357397.2022.2084325openalex-snapshot
What’s trending? An in vivo examination of smartphone usage among student-athletes
inferred← citeshttps://doi.org/10.1080/20445911.2023.2195031openalex-snapshot
I can’t live without you: delay discounting in smartphone usage
inferred← citeshttps://doi.org/10.1080/24725838.2021.2011805openalex-snapshot
Acute Pain, Neck Extensor Endurance, and Kinematic Changes Resulting from Sustained Neck Flexion during Smartphone Use
inferred← citeshttps://doi.org/10.1086/691462openalex-snapshot
Brain Drain: The Mere Presence of One’s Own Smartphone Reduces Available Cognitive Capacity
inferred← citeshttps://doi.org/10.1086/714365openalex-snapshot
“Your Screen-Time App Is Keeping Track”: Consumers Are Happy to Monitor but Unlikely to Reduce Smartphone Usage
inferred← citeshttps://doi.org/10.1088/1361-6579/aabf64openalex-snapshot
A review of physiological and behavioral monitoring with digital sensors for neuropsychiatric illnesses
inferred← citeshttps://doi.org/10.1089/chi.2019.0109openalex-snapshot
Rethinking Behavioral Approaches to Compliment Biological Advances to Understand the Etiology, Prevention, and Treatment of Childhood Obesity
inferred← citeshttps://doi.org/10.1089/cyber.2016.0324openalex-snapshot
Predicting Smartphone Operating System from Personality and Individual Differences
inferred← citeshttps://doi.org/10.1089/cyber.2016.0500openalex-snapshot
Fatal Attractions: Attachment to Smartphones Predicts Anthropomorphic Beliefs and Dangerous Behaviors
inferred← citeshttps://doi.org/10.1089/cyber.2017.0652openalex-snapshot
Determining Typical Smartphone Usage: What Data Do We Need?
inferred← citeshttps://doi.org/10.1089/cyber.2022.0027openalex-snapshot
Digital Strategies for Screen Time Reduction: A Randomized Field Experiment
inferred← citeshttps://doi.org/10.1093/jamia/ocy023openalex-snapshot
Evaluation of a recommender app for apps for the treatment of depression and anxiety: an analysis of longitudinal user engagement
inferred← citeshttps://doi.org/10.1093/jssam/smab035openalex-snapshot
Using Smartphones to Capture and Combine Self-Reports and Passively Measured Behavior in Social Research
inferred← citeshttps://doi.org/10.1093/scan/nsz024openalex-snapshot
Wired to be connected? Links between mobile technology engagement, intertemporal preference and frontostriatal white matter connectivity
inferred← citeshttps://doi.org/10.1093/sleep/zsac067openalex-snapshot
Predicting stress and depressive symptoms using high-resolution smartphone data and sleep behavior in Danish adults
inferred← citeshttps://doi.org/10.1093/sleep/zsae024openalex-snapshot
Tracked and self-reported nighttime smartphone use, general health, and healthcare utilization: results from the SmartSleep Study
inferred← citeshttps://doi.org/10.1097/cin.0000000000000474openalex-snapshot
Nursing-Related Smartphone Activities in the Italian Nursing Population
inferred← citeshttps://doi.org/10.1097/corr.0000000000003823openalex-snapshot
Your Best Life: Care for Your Brain and Put Your Phone Away!
inferred← citeshttps://doi.org/10.1097/dbp.0000000000000556openalex-snapshot
Maternal Mental Representations of the Child and Mobile Phone Use During Parent-Child Mealtimes
inferred← citeshttps://doi.org/10.1097/htr.0000000000000690openalex-snapshot
Using a Prism Paradigm to Identify Sensorimotor Impairment in Youth Following Concussion
inferred← citeshttps://doi.org/10.1097/nmd.0000000000001738openalex-snapshot
The Mediating Effects of Perceived Family Support in the Relationship Between Anxiety and Problematic Smartphone Use
inferred← citeshttps://doi.org/10.1098/rsos.202049openalex-snapshot
Video game play is positively correlated with well-being
inferred← citeshttps://doi.org/10.1098/rsos.220411openalex-snapshot
Time spent playing video games is unlikely to impact well-being
inferred← citeshttps://doi.org/10.1108/gkmc-12-2021-0194openalex-snapshot
Predictors of the dependence on smartphones: the neglect of studies among Muslim students
inferred← citeshttps://doi.org/10.1108/intr-01-2021-0053openalex-snapshot
Reactivity in measuring sensitive online behavior
inferred← citeshttps://doi.org/10.1108/mhdt-12-2024-0038openalex-snapshot
The impact of social media on mental health
inferred← citeshttps://doi.org/10.1109/ccwc47524.2020.9031237openalex-snapshot
Supervised Sentiment Analysis of Twitter Handle of President Trump with Data Visualization Technique
inferred← citeshttps://doi.org/10.1109/embc.2017.8037353openalex-snapshot
Towards understanding addiction factors of mobile devices: An eye tracking study on effect of screen size
inferred← citeshttps://doi.org/10.1109/healthcom60970.2024.10880754openalex-snapshot
Predicting Device Usage Patterns in Patients with Problematic Smartphone Use Through Individualized Hidden Markov Models
inferred← citeshttps://doi.org/10.1109/ialp.2016.7875944openalex-snapshot
Gotong royong in NLP research a mobile tool for collaborative text annotation in Indonesia
inferred← citeshttps://doi.org/10.1109/iccsnt.2017.8343742openalex-snapshot
Performance assessment of GNSS measurements from Android platform
inferred← citeshttps://doi.org/10.1111/bjdp.12570openalex-snapshot
Exploring the trajectories of problematic smartphone use in adolescence: Insights from a longitudinal study
inferred← citeshttps://doi.org/10.1111/bjop.12597openalex-snapshot
Smartphone use and daily cognitive failures: A critical examination using a daily diary approach with objective smartphone measures
inferred← citeshttps://doi.org/10.1111/infa.70005openalex-snapshot
Exploring the Relationship Between Maternal Wellbeing, Infant Development, Smartphone Use, and Mother‐Infant Responsiveness
inferred← citeshttps://doi.org/10.1111/joop.12348openalex-snapshot
Staying in touch, yet expected to be? A diary study on the relationship between personal smartphone use at work and work–nonwork interaction
inferred← citeshttps://doi.org/10.1111/jora.70192openalex-snapshot
Understanding sleep and smartphone use in diverse adolescents through passive digital monitoring
inferred← citeshttps://doi.org/10.1111/jsr.13356openalex-snapshot
Daytime and nighttime smartphone use: A study of associations between multidimensional smartphone behaviours and sleep among 24,856 Danish adults
inferred← citeshttps://doi.org/10.1111/obr.12903openalex-snapshot
The effectiveness of app‐based mobile interventions on nutrition behaviours and nutrition‐related health outcomes: A systematic review and meta‐analysis
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