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Review
. 2025 Dec;35(4):644-687.
doi: 10.1007/s11065-024-09657-z. Epub 2025 Jan 22.

Item-Level Analysis of Category Fluency Test Performance: A Systematic Review and Meta-Analysis of Studies of Normal and Neurologically Abnormal Ageing

Affiliations
Review

Item-Level Analysis of Category Fluency Test Performance: A Systematic Review and Meta-Analysis of Studies of Normal and Neurologically Abnormal Ageing

Matteo De Marco et al. Neuropsychol Rev. 2025 Dec.

Abstract

While Category Fluency (CF) is widely used to help profile semantic memory, item-level scoring (ILS) approaches to this test have been proposed to obtain indices that are less influenced by non-semantic supportive functions. We systematically reviewed the literature to test the hypotheses that (1) compared with healthy adults, individuals with a clinical diagnosis suggestive of neurodegeneration generate words of lower semantic complexity; (2) compared with young adults, older adults generate words of higher semantic complexity. We searched six databases (date of search: 8 December 2023) for studies that relied on CF and ILS methods, in normal ageing and in age-associated neurodegeneration. Thirty-four studies were shortlisted: 27 on neurodegenerative conditions; 7 on normal ageing. Risk of bias was evaluated via a published checklist. Data were presented via qualitative synthesis. Most studies reported words of lower semantic complexity in relation to at least one item-level feature in individuals with mild cognitive impairment (MCI), Alzheimer's dementia (AD), and other neurodegenerative diseases. Post-hoc meta-analyses focussing on the MCI/AD continuum confirmed an effect on words' frequency (385 MCI/AD individuals and 350 controls; Hedges's G = 0.59) and age-of-acquisition (193 MCI/AD individuals and 161 controls; Hedges's G = - 1.51). Studies on normal ageing, conversely, failed to demonstrate any overall effect. Most studies on MCI and AD have not relied on neurobiological diagnostic criteria. Moreover, only a small number of studies analysed ILS controlling for quantitative CF performance. Despite these two limitations, this study suggests that ILS can contribute to an in-depth characterisation of semantic memory in neurological ageing.

Keywords: Dementia; Item-based; Qualitative scoring; Semantic complexity; Semantic fluency; Semantic memory.

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Conflict of interest statement

Declarations. Competing Interests: The authors declare no competing interests. Declaration of Use of AI-Assisted Technologies in the Writing Process: None.

Figures

Fig. 1
Fig. 1
Literature search flowchart
Fig. 2
Fig. 2
Count of studies that have investigated each item-level semantic feature and each clinical diagnosis
Fig. 3
Fig. 3
Effect of a clinical MCI-AD diagnosis on average item-level CFT words’ features. Studies based on MCI/AD vs. controls between-group differences only are reported. While significant and non-significant effects are reported in green and red, respectively, yellow cells indicate “incomplete” significance, as follows: * the group difference emerges in relation to the principal component on which the feature loads; ** the group difference emerges in relation to rating-based scoring, not test-based scoring; *** the group difference emerges only when the feature is scored for the CFT and Letter Fluency Test combined; **** the group difference emerges when the feature is scored in relation to two of the three CFT categories (but not in relation to the third one). Abbreviations: AOA, age of acquisition; CON, concreteness; DIV, semantic diversity; FAM, familiarity; FRQ, frequency; IMG, imageability; OCC, relative occurrence; TYP, typicality; VAL, valence
Fig. 4
Fig. 4
Forest plots summarising the effect of clinical diagnosis (i.e. AD/MCI vs. controls) on item-level scores. Effect sizes calculated from between-group comparisons of frequency scores are positive as MCI/AD participants tend to generate words of higher frequency than controls. Effect sizes calculated from between-group comparisons of age-of-acquisition score are negative, as MCI/AD participants tend to generate words of the earlier age of acquisition than controls. W indicates the proportional weight of each study
Fig. 5
Fig. 5
Linear association between the average educational attainment calculated in the group of participants with MCI/AD (i.e. moderator in the meta-analysis of age of acquisition values) and study effect size. Individual studies are numbered: (1) Venneri et al. (2011); (2) Forbes-McKay et al. (2005); (3) Sailor et al. (2011); (4) Wakefield et al. (2018); (5) Venneri et al. (2008); (6) Henderson et al. (2023); (7) Paek and Murray (2021); (8) Won et al. (2021)

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