Research graph
References from Individualized machine-learning predictions of pain intensity in chronic low back pain. Local targets link to admitted publications; unresolved targets remain external evidence.
The Continuing and Growing Epidemic of Chronic Low Back Pain
10.3390/healthcare3030838 · 2015 · External reference
What low back pain is and why we need to pay attention
10.1016/s0140-6736(18)30480-x · 2018 · External reference
Depression and Pain Comorbidity: A Literature Review
10.1001/archinte.163.20.2433 · 2003 · External reference
Bidirectional Comorbid Associations between Back Pain and Major Depression in US Adults
10.3390/ijerph20054217 · 2023 · External reference
Factors Associated with Depressive Symptoms in Patients with Chronic Low Back Pain
10.5535/arm.2011.35.5.710 · 2011 · External reference
Pain intensity, disability and depression in individuals with chronic back pain
10.1590/0104-1169.3492.2453 · 2014 · External reference
Association Between Depressive Symptoms or Depression and Health Outcomes for Low Back Pain: a Systematic Review and Meta-analysis
10.1007/s11606-021-07079-8 · 2022 · External reference
Symptoms of Depression and Risk of New Episodes of Low Back Pain: A Systematic Review and Meta‐Analysis
10.1002/acr.22619 · 2015 · External reference
Persistent pain and depression: a biopsychosocial perspective
10.1016/s0006-3223(03)00545-6 · 2003 · External reference
Examining the association between objective physical activity and momentary pain: a systematic review of studies using ambulatory assessment
10.1016/j.jpain.2023.10.021 · 2024 · External reference
Physical activity and exercise for chronic pain in adults: an overview of Cochrane Reviews
2023 · External reference
Sleep disturbances and sleep disorders in adults living with chronic pain: a meta-analysis
10.1016/j.sleep.2018.05.023 · 2018 · External reference
Does sleep quality predict pain-related disability in chronic pain patients? The mediating roles of depression and pain severity
10.1016/j.pain.2006.08.019 · 2007 · External reference
Meta-analytic evidence for decreased heart rate variability in chronic pain implicating parasympathetic nervous system dysregulation
10.1097/j.pain.0000000000000360 · 2016 · External reference
Pain regulation by gut microbiota: molecular mechanisms and therapeutic potential
10.1016/j.bja.2019.07.026 · 2019 · External reference
Dietary interventions are beneficial for patients with chronic pain: a systematic review with meta-analysis
10.1093/pm/pnaa378 · 2021 · External reference
Negative affect and the experience of chronic pain
10.1016/0022-3999(92)90128-o · 1992 · External reference
The influence of negative emotions on pain: behavioral effects and neural mechanisms
10.1016/j.neuroimage.2009.05.059 · 2009 · External reference
Depression, anxiety and acute pain: links and management challenges
10.1080/00325481.2019.1663705 · 2019 · External reference
Clinical correlates and symptom patterns of anxious depression among patients with major depressive disorder in STAR⁎
10.1017/s0033291704002612 · 2004 · External reference
The role of positive affect in pain and its treatment
10.1097/ajp.0000000000000092 · 2015 · External reference
The associations between loneliness, social exclusion and pain in the general population: AN= 502,528 cross-sectional UK Biobank study
10.1016/j.jpsychires.2020.06.028 · 2020 · External reference
Social contact frequency and pain among older adults with HIV: an ecological momentary assessment study
10.1093/abm/kaab037 · 2022 · External reference
A systematic review of the processes underlying the main and the buffering effect of social support on the experience of pain
10.1097/ajp.0000000000000624 · 2018 · External reference
Psychological therapies for the management of chronic pain (excluding headache) in adults
2020 · External reference
Exercise interventions for the treatment of chronic low back pain: a systematic review and meta-analysis of randomised controlled trials
10.1177/0269215515570379 · 2015 · External reference
Considerations for idiographic chronic pain treatment
10.1016/j.copsyc.2024.101946 · 2025 · External reference
Are people with chronic pain more diverse than we think? An investigation of ergodicity
2022 · External reference
Status of N-of-1 Trials in Chronic Pain Management: A Narrative Review
10.1007/s40122-021-00314-4 · 2021 · External reference
Report of the NIH Task Force on research standards for chronic low back pain
10.1016/j.jpain.2014.03.005 · 2014 · External reference
The PHQ-9: validity of a brief depression severity measure
10.1046/j.1525-1497.2001.016009606.x · 2001 · External reference
10.1002/9781118625392.wbecp351
10.1002/9781118625392.wbecp351 · External reference
Clinical importance of changes in chronic pain intensity measured on an 11-point numerical pain rating scale
10.1016/s0304-3959(01)00349-9 · 2001 · External reference
Personalized machine learning of depressed mood using wearables
10.1038/s41398-021-01445-0 · 2021 · External reference
Personalized machine learning guided intervention for optimizing lifestyle behaviors in depression: a pilot study
10.1038/s44277-026-00062-3 · 2026 · External reference
Personalized Machine Learning-Based Prediction of Wellbeing and Empathy in Healthcare Professionals
10.3390/s24082640 · 2024 · External reference
The Key Role of Lifestyle Factors in Perpetuating Chronic Pain: Towards Precision Pain Medicine
10.3390/jcm11102732 · 2022 · External reference
Validity and test-retest reliability of a short dietary questionnaire to assess intake of saturated fat and free sugars: a preliminary study
10.1111/jhn.12008 · 2013 · External reference
Assessing social support, companionship, and distress: National Institute of Health (NIH) Toolbox Adult Social Relationship Scales
10.1037/a0028586 · 2013 · External reference
Individual differences in momentary pain-affect coupling and their associations with mental health in patients with chronic pain
10.1016/j.jpsychores.2020.110227 · 2020 · External reference
On over-fitting in model selection and subsequent selection bias in performance evaluation
2010 · External reference
A unified approach to interpreting model predictions
2026 · External reference
Understanding the Psychological, Physiological, and Genetic Factors Affecting Precision Pain Medicine: A Narrative Review
10.2147/jpr.s320863 · 2021 · External reference
The role of caffeine in pain management: a brief literature review
10.5812/aapm.33193 · 2016 · External reference
Caffeine and chronic low back pain
10.1097/00002508-199509000-00009 · 1995 · External reference
Circadian pain patterns in human pain conditions – A systematic review
10.1111/papr.13149 · 2023 · External reference
Pain catastrophizing: a critical review
10.1586/ern.09.34 · 2009 · External reference
Establishing the reliability, validity, and prognostic utility of the momentary pain catastrophizing scale for use in ecological momentary assessment research
10.1016/j.jpain.2023.03.010 · 2023 · External reference
Social prescribing for adults with chronic pain in the U.K.: a rapid review
10.1177/20494637241312064 · 2025 · External reference
