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Personalized Prediction and Intervention for Behavioral Avoidance and Maladaptive Affective States

Descrizione del progetto

Abilitare la transdiagnostica e l’intervento nei processi disadattivi

Alcune delle strategie mosse da emozioni e più inefficaci del comportamento umano (come l’elusione) possono mettere una persona a rischio di reazioni distruttive per la salute mentale. Purtroppo, in casi di elusione comportamentale e di stati affettivi disadattivi, le emozioni sono evocate da vari fattori cognitivi determinati individualmente, ed è difficile formulare modelli sistematici precisi di previsione e di intervento sul caso. Per affrontare il problema, il progetto Personalized-PredInt, finanziato dall’UE, svilupperà un modello di previsione specifico per le persone per evitare comportamenti e stati emotivi disadattivi e costruirà un sistema di intervento adattivo just-in-time (JITAI, Just-In-Time Adaptive Intervention), specifico per la persona, che raccoglierà i dati necessari. L’applicazione JITAI consentirà interventi basati su predittori individuali. Personalized-PredInt introdurrà la transdiagnostica e interventi precisi nei processi disadattivi.

Obiettivo

Accurate forward prediction of maladaptive behaviors and emotional states involved in various forms of psychopathology offers an intriguing avenue for prevention and intervention science. To date, however, such prediction has been limited by a heterogeneity in factors determining individuals' behaviors and emotions. To address this limitation, the proposed project adopts an idiographic (i.e. person specific) approach while focusing on two exemplar targets that constitute transdiagnostic components in various psychological disorders – namely, behavioral avoidance and maladaptive emotional states. Specifically, the project aims to (a) develop person-specific models for predicting the two targets; and (b) use the models to construct a person-specific just-in-time adaptive intervention (JITAI) system, a novel, accessible, and highly promising means for affecting change. To do so, the project will utilize ecological momentary assessment (EMA) and harness three methodological innovations: (1) an adaptive assessment and personalized item-selection tool which will reduce participant burden; (2) a scalable personalized system that provides accurate forward prediction using brief psychosocial questions and automatically-collected timing/location data; (3) a personalized JITAI app that will inform participants in real time regarding increased likelihood of impending targets, and prompt appropriate interventions based on individual predictors. The project can significantly promote understanding of transdiagnostic maladaptive processes and lead to efficient precision interventions. It builds on the fellow's expertise in EMA and affect research and will develop his statistical and analytic tools for exploring ideographic time-series data, his skills in translating such data into tailored interventions, and his ability to shift back and forth between basic and applied science. The team assembled for this work is ideal in terms of both methodological and theoretical expertise.

Coordinatore

KATHOLIEKE UNIVERSITEIT LEUVEN
Contributo netto dell'UE
€ 266 425,92
Indirizzo
OUDE MARKT 13
3000 Leuven
Belgio

Mostra sulla mappa

Regione
Vlaams Gewest Prov. Vlaams-Brabant Arr. Leuven
Tipo di attività
Higher or Secondary Education Establishments
Collegamenti
Costo totale
€ 266 425,92

Partner (1)