Evidence map›Paper›PMID 42564304›Full record

ArticleFrontiers in child and adolescent psychiatry2026

Toward the automation of family semantic grids: a pilot exploration of text mining for evidence-informed systemic-relational psychotherapy.

Eleonora Florio, Simone Rota Biasetti, Ilenia Piazzalunga

Abstract read
In one paragraph

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

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1 · What the graph read from it

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

3 authors.

Eleonora FlorioPsychologist and Psychotherapist, Private Practice, Bergamo, Italy.
Simone Rota BiasettiBachelor of Engineering for Health Technologies. Department of Management, Information and Production Engineering, University of Bergamo, Dalmine, Italy.
Ilenia PiazzalungaClinical Psychologist, Private Practice, Bergamo, Italy.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Retracing the theme of what can legitimately be considered "evidence" in psychotherapy, the present work shows the application of an Participants: The present study examines the clinical case of an adolescent girl with untreated past non-suicidal self-injury ( Methods: Overall semantic activity was compared across events with Wilcoxon rank-sum tests. In categorical comparisons Results: Results indicated that the therapist introduced a significantly lower proportion of new meanings across all comparisons during the consultation phase. LME models showed significant intensity shifts toward positive-valued meanings, supported by Discussion: Overall, the study supports the feasibility of a semi-automated process for coding and for subsequent analyses of family semantic polarities. In fact, performed analyses demonstrate how therapist positioning and meaning management through re-expression and semantic shifts significantly influenced family members' change in positioning, an effect especially evident for the identified patient. In conclusion, rule-based text mining can yield process indicators that remain clinically legible. Read as "semantography," results provide a compact, data-grounded map of coupling and early change while staying parsimonious on case disclosure. Limits and future directions of the present pilot study are discussed.

Indexed as

adolescentsfamily therapyLinear Mixed-Effects (LME) modelingNSSIsemantic polarity theorysuicidal ideationsystemic relational therapytext mining

Identifiers

PMID42564304
PMCPMC13443033

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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.