Explainable Machine Learning Reveals Time-Dependent Cognitive Risk in Minor Neurocognitive Disorder: Implications for Health Promotion and Early Risk Stratification.

Anna Tsiakiri, Christos Kokkotis, Dimitrios Tsiptsios, Leonidas Panos, Nikolaos Aggelousis, Konstantinos Vadikolias, Foteini Christidi

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In one paragraph

Article in Biomedicines, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it

0cells of the map it votes in

0citing papers in PubMed

–field-weighted citation impact

1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

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.

2 · The registry

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.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

7 authors.

Anna TsiakiriDepartment of Neurology, Medical School, Democritus University of Thrace, 68100 Alexandroupolis, Greece.ORCID 0000-0003-3341-4093

Christos KokkotisDepartment of Occupational Therapy, School of Physical Education, Sport Science and Occupational Therapy, Democritus University of Thrace, 69100 Komotini, Greece.

Dimitrios Tsiptsios3rd Department of Neurology, Aristotle University of Thessaloniki, 54124 Thessaloniki, Greece.ORCID 0000-0002-1601-8788

Leonidas PanosDepartment of Neurology, Medical School, Democritus University of Thrace, 68100 Alexandroupolis, Greece.ORCID 0000-0002-5372-1819

Nikolaos AggelousisDepartment of Physical Education and Sport Science, School of Physical Education, Sport Science and Occupational Therapy, Democritus University of Thrace, 69100 Komotini, Greece.ORCID 0000-0001-5108-7335

Konstantinos VadikoliasDepartment of Neurology, Medical School, Democritus University of Thrace, 68100 Alexandroupolis, Greece.

Foteini ChristidiDepartment of Psychology, School of Philosophy, National and Kapodistrian University of Athens, 15784 Athens, Greece.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

cognitive riskdiagnostic predictionexplainable machine learninghealth promotionminor neurocognitive disorder

Identifiers

PMID42072421

DOI10.3390/biomedicines14040880

PMCPMC13113842

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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.