ArticleFrontiers in aging neuroscience2014
Graph analysis of verbal fluency test discriminate between patients with Alzheimer's disease, mild cognitive impairment and normal elderly controls.
Article in Frontiers in aging neuroscience, 2014. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT05482477 (Timing of Transcutaneous Acupoint Electrical Stimulation on Postoperative Recovery in Geriatric Patients with Gastrointestinal Tumor:a Protocol of Randomised Controlled Trial), which is not on this map. Cited by 49 papers, 2 of them syntheses that pooled it.
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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.
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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.
Timing of Transcutaneous Acupoint Electrical Stimulation on Postoperative Recovery in Geriatric Patients with Gastrointestinal Tumor:a Protocol of Randomised Controlled Trial
Who cites it
49 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- Item-Level Analysis of Category Fluency Test Performance: A Systematic Review and Meta-Analysis of Studies of Normal and Neurologically Abnormal Ageing.Neuropsychology review · 2025Pooled it
- Artificial Intelligence, Speech, and Language Processing Approaches to Monitoring Alzheimer's Disease: A Systematic Review.Journal of Alzheimer's disease : JAD · 2020Pooled it
- Inhalation of phlai-containing essential oil enhances cognition: a comparison with olive oil in healthy adults.Frontiers in pharmacology · 2025Trial
- Effects of different anesthetic regimens on postoperative cognitive function of elderly patients undergoing thoracic surgery: a double-blinded randomized controlled trial.Journal of cardiothoracic surgery · 2024Trial
- Network analysis of narrative discourse and attention-deficit hyperactivity symptoms in adults.PloS one · 2021Trial
- A graph theory approach to chart the architecture of dream and mind-wandering reports.Communications psychology · 2026Article
- Effect of transcranial direct current stimulation on semantic memory depends on anodal stimulation sites in patients with schizophrenia.Schizophrenia research. Cognition · 2026Article
- Benchmarking speech biomarkers of Alzheimer's against cognitive and neural measures.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2026Article
- A Unified Attention-Based Account of Semantic Impairment in Schizophrenia.Schizophrenia bulletin · 2026Article
- Speech and language outcome measures in clinical trials of Alzheimer's and Parkinson's diseases.Expert review of neurotherapeutics · 2026Review
- Automated Speech Markers of Alzheimer Dementia: Test of Cross-Linguistic Generalizability.Journal of medical Internet research · 2025Article
- Normative Data for the Adult Turkish Population and Validation Study in Mild Cognitive Impairment and Alzheimer's Disease of the TDQ-30 Tr, a Color Picture-naming Test for Adults and the Elderly.Brain and behavior · 2025Article
- Dreaming conundrum.Journal of sleep research · 2025Review
- Lexical retrieval in fluent and nonfluent aphasia: a network analysis of verbal fluency data.Frontiers in human neuroscience · 2025Article
- Association between platelet-to-high-density lipoprotein cholesterol ratio and cognitive function in older americans: insights from a cross-sectional study.Scientific reports · 2024Article
- Review
- Summary Graphs Covary with Reading and Language Comprehension in School-age Children in the Spanish Language.Psychology in Russia : state of the art · 2024Article
- Linguistic changes in neurodegenerative diseases relate to clinical symptoms.Frontiers in neurology · 2024Article
- Structural differences between non-lucid dreams, lucid dreams and out-of-body experience reports assessed by graph analysis.Scientific reports · 2023Article
- Language Analytics for Assessment of Mental Health Status and Functional Competency.Schizophrenia bulletin · 2023Article
Corrections and comments
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8 authors.
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No grant is acknowledged in the PubMed record.
Abstract
Verbal fluency is the ability to produce a satisfying sequence of spoken words during a given time interval. The core of verbal fluency lies in the capacity to manage the executive aspects of language. The standard scores of the semantic verbal fluency test are broadly used in the neuropsychological assessment of the elderly, and different analytical methods are likely to extract even more information from the data generated in this test. Graph theory, a mathematical approach to analyze relations between items, represents a promising tool to understand a variety of neuropsychological states. This study reports a graph analysis of data generated by the semantic verbal fluency test by cognitively healthy elderly (NC), patients with Mild Cognitive Impairment-subtypes amnestic (aMCI) and amnestic multiple domain (a+mdMCI)-and patients with Alzheimer's disease (AD). Sequences of words were represented as a speech graph in which every word corresponded to a node and temporal links between words were represented by directed edges. To characterize the structure of the data we calculated 13 speech graph attributes (SGA). The individuals were compared when divided in three (NC-MCI-AD) and four (NC-aMCI-a+mdMCI-AD) groups. When the three groups were compared, significant differences were found in the standard measure of correct words produced, and three SGA: diameter, average shortest path, and network density. SGA sorted the elderly groups with good specificity and sensitivity. When the four groups were compared, the groups differed significantly in network density, except between the two MCI subtypes and NC and aMCI. The diameter of the network and the average shortest path were significantly different between the NC and AD, and between aMCI and AD. SGA sorted the elderly in their groups with good specificity and sensitivity, performing better than the standard score of the task. These findings provide support for a new methodological frame to assess the strength of semantic memory through the verbal fluency task, with potential to amplify the predictive power of this test. Graph analysis is likely to become clinically relevant in neurology and psychiatry, and may be particularly useful for the differential diagnosis of the elderly.
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