ArticleFrontiers in medicine2019
Machine Learning Increases Diagnosticity in Psychometric Evaluation of Alexithymia in Fibromyalgia.
Article in Frontiers in medicine, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 21 papers, 3 of them syntheses that pooled it.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
21 citing papers in PubMed, 3 syntheses or guidelines pooled it, 35 citations in OpenAlex.
- Alexithymia and Inflammatory Bowel Disease: A Systematic Review.Frontiers in psychology · 2020Pooled it
- The Relationship Between Alexithymia and Type 2 Diabetes: A Systematic Review.Frontiers in psychology · 2020Pooled it
- Mindfulness, Compassion, and Self-Compassion Among Health Care Professionals: What's New? A Systematic Review.Frontiers in psychology · 2020Pooled it
- Effectiveness and user experience of a virtual reality intervention in a cohort of patients with chronic musculoskeletal pain syndromes.PLOS digital health · 2025Article
- Beyond the hot flashes: how machine learning is uncovering the complexity of menopause-related depression.CNS spectrums · 2025Article
- Minimum and Maximum Pattern-Based Self-Organized Feature Engineering: Fibromyalgia Detection Using Electrocardiogram Signals.Diagnostics (Basel, Switzerland) · 2024Article
- About Distress in Chronic Pain Conditions: A Pre-Post Study on the Effectiveness of a Mindfulness-Based Intervention for Fibromyalgia and Low Back Pain Patients.International journal of environmental research and public health · 2024Article
- Disease Phenotypes in Refractory Musculoskeletal Pain Syndromes Identified by Unsupervised Machine Learning.ACR open rheumatology · 2024Article
- Somatosensory Amplification Scale-Chinese version: psychometric properties and its mediating role in the relationship between alexithymia and somatization.Frontiers in psychology · 2024Article
- Evidence of abnormal scalar timing property in alexithymia.PloS one · 2023Article
- Human-like problem-solving abilities in large language models using ChatGPT.Frontiers in artificial intelligence · 2023Article
- Reconstructing individual responses to direct questions: a new method for reconstructing malingered responses.Frontiers in psychology · 2023Article
- Enhanced Patient-Centricity: How the Biopharmaceutical Industry Is Optimizing Patient Care through AI/ML/DL.Healthcare (Basel, Switzerland) · 2022Review
- Mindfulness and Defense Mechanisms as Explicit and Implicit Emotion Regulation Strategies against Psychological Distress during Massive Catastrophic Events.International journal of environmental research and public health · 2022Article
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- Alexithymia Is Linked with a Negative Bias for Past and Current Events in Healthy Humans.International journal of environmental research and public health · 2021Article
- Improving the measurement of alexithymia in autistic adults: a psychometric investigation and refinement of the twenty-item Toronto Alexithymia Scale.Molecular autism · 2021Article
- Facial Emotion Recognition Predicts Alexithymia Using Machine Learning.Computational intelligence and neuroscience · 2021Article
- Identify the Characteristics of Metabolic Syndrome and Non-obese Phenotype: Data Visualization and a Machine Learning Approach.Frontiers in medicine · 2021Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors at 1 institution in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Here, we report an investigation on the accuracy of the Toronto Alexithymia Scale, a measure to assess alexithymia, a multidimensional construct often associate to fibromyalgia. Two groups of participants, patients with fibromyalgia (
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.