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A psychological symptom based machine learning model for clinical evaluation of irritable bowel syndrome

https://doi.org/10.12688/openreseurope.15009.1
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27/27 checkable references clean · checked 2026-08-02

Every reference with a DOI in the deposited reference list resolved to a known work in Crossref or DataCite at the dated check, and none carried a retraction, withdrawal, or removal notice.

5 without a DOI — not checked. A reference deposited without a DOI is never matched by title or guessed at; it stays outside the checked set, and this line discloses that.

The 27 checked references that resolve
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Bowel Disorders
resolves10.1016/S0140-6736(20)31548-8
Irritable bowel syndrome
resolves10.1111/apt.15325
Systematic review with meta‐analysis: the prevalence of anxiety and depression in patients with irritable bowel syndrome
resolves10.5009/gnl.2011.5.1.29
Anxiety, Depression and Quality of Life in Patients with Irritable Bowel Syndrome
resolves10.22246/jikm.2019.40.4.629
A Clinical Study on the Correlation between Gastrointestinal Symptoms, Depression, and Anxiety in Patients with Irritable Bowel Syndrome
resolves10.1111/j.1365-2036.2009.04074.x
Irritable bowel syndrome is strongly associated with generalized anxiety disorder: a community study
resolves10.4103/IJPSYM.IJPSYM_46_17
Anxiety and Depression in Irritable Bowel Syndrome
resolves10.1097/SGA.0000000000000383
Relationships Between Abdominal Pain and Fatigue With Psychological Distress as a Mediator in Women With Irritable Bowel Syndrome
resolves10.1038/s41395-018-0262-x
Work Productivity and Activity Impairment in Irritable Bowel Syndrome (IBS): A Multifaceted Problem
resolves10.1111/nmo.12898
Fatigue: a distressing symptom for patients with irritable bowel syndrome
resolves10.1111/apt.17132
Impact of Rome IV irritable bowel syndrome on work and activities of daily living
resolves10.1111/apt.12608
A biomarker panel and psychological morbidity differentiates the irritable bowel syndrome from health and provides novel pathophysiological leads
resolves10.1016/j.biosystems.2017.12.010
A test of the adaptive network explanation of functional disorders using a machine learning analysis of symptoms
resolves10.1038/nrgastro.2015.121
Towards a systems view of IBS
resolves10.1016/j.jcmgh.2018.04.003
The Brain-Gut-Microbiome Axis
resolves10.1371/journal.pone.0183960
Negative correlation of cortical thickness with the severity and duration of abdominal pain in Asian women with irritable bowel syndrome
resolves10.1007/s11682-016-9653-z
Disrupted functional connectivity density in irritable bowel syndrome patients
resolves10.1017/S0140525X18002133
Microbiota-gut-brain research: A critical analysis
resolves10.1053/j.gastro.2016.03.035
Rome IV—Functional GI Disorders: Disorders of Gut-Brain Interaction
resolves10.1038/ajg.2010.47
Is Irritable Bowel Syndrome a Diagnosis of Exclusion? A Survey of Primary Care Providers, Gastroenterologists, and IBS Experts
resolves10.1111/apt.14207
Mixture model analysis identifies irritable bowel syndrome subgroups characterised by specific profiles of gastrointestinal, extraintestinal somatic and psychological symptoms
resolves10.1111/nmo.14297
Role of psychological questionnaires in clinical practice and research within functional gastrointestinal disorders
resolves10.1111/nmo.13619
Anxiety and depression in irritable bowel syndrome: Exploring the interaction with other symptoms and pathophysiology using multivariate analyses
resolves10.1016/s0022-3999(01)00296-3
The validity of the Hospital Anxiety and Depression Scale
resolves10.1016/0022-3999(93)90081-p
Development of a fatigue scale
resolves10.2466/pms.107.3.691-706
A New Scale for Measuring Insomnia: The Bergen Insomnia Scale
resolves10.1097/MD.0000000000021950
Study protocol of the Bergen brain-gut-microbiota-axis study
The 5 references without a DOI — listed, not checked
no DOI — not checkedSleep dysfunction and gastrointestinal diseases.
no DOI — not checkedPermutation Feature Importance
no DOI — not checkedA Comprehensive Overview of Irritable Bowel Syndrome - 1st Edition.
no DOI — not checkedChoosing the right estimator
no DOI — not checkedLeave One Out
What this badge says. CiteStamped means the CHECKABLE references of this work were clean at the dated check: each resolved to a known work in a public registry, and none carried a retraction notice at that time. It says nothing about the quality, findings, or importance of the work itself, and nothing about references deposited without a DOI.

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