000128087 001__ 128087 000128087 005__ 20241125101157.0 000128087 0247_ $$2doi$$a10.1136/bmjopen-2023-072641 000128087 0248_ $$2sideral$$a134359 000128087 037__ $$aART-2023-134359 000128087 041__ $$aeng 000128087 100__ $$aPortillo-Van Diest, Ana 000128087 245__ $$aExperience sampling methods for the personalised prediction of mental health problems in Spanish university students: protocol for a survey-based observational study within the PROMES-U project 000128087 260__ $$c2023 000128087 5060_ $$aAccess copy available to the general public$$fUnrestricted 000128087 5203_ $$aIntroductionThere is a high prevalence of mental health problems among university students. Better prediction and treatment access for this population is needed. In recent years, short-term dynamic factors, which can be assessed using experience sampling methods (ESM), have presented promising results for predicting mental health problems.Methods and analysisUndergraduate students from five public universities in Spain are recruited to participate in two web-based surveys (at baseline and at 12-month follow-up). A subgroup of baseline participants is recruited through quota sampling to participate in a 15-day ESM study. The baseline survey collects information regarding distal risk factors, while the ESM study collects short-term dynamic factors such as affect, company or environment. Risk factors will be identified at an individual and population level using logistic regressions and population attributable risk proportions, respectively. Machine learning techniques will be used to develop predictive models for mental health problems. Dynamic structural equation modelling and multilevel mixed-effects models will be considered to develop a series of explanatory models for the occurrence of mental health problems.Ethics and disseminationThe project complies with national and international regulations, including the Declaration of Helsinki and the Code of Ethics, and has been approved by the IRB Parc de Salut Mar (2020/9198/I) and corresponding IRBs of all participating universities. All respondents are given information regarding access mental health services within their university and region. Individuals with positive responses on suicide items receive a specific alert with indications for consulting with a health professional. Participants are asked to provide informed consent separately for the web-based surveys and for the ESM study. Dissemination of results will include peer-reviewed scientific articles and participation in scientific congresses, reports with recommendations for universities’ mental health policy makers, as well as a well-balanced communication strategy to the general public. 000128087 536__ $$9info:eu-repo/grantAgreement/ES/ISCIII/CD18-00049$$9info:eu-repo/grantAgreement/ES/ISCIII/CP21-00078$$9info:eu-repo/grantAgreement/ES/ISCIII/PI20-00006 000128087 540__ $$9info:eu-repo/semantics/openAccess$$aby-nc$$uhttp://creativecommons.org/licenses/by-nc/3.0/es/ 000128087 590__ $$a2.4$$b2023 000128087 592__ $$a0.971$$b2023 000128087 591__ $$aMEDICINE, GENERAL & INTERNAL$$b81 / 329 = 0.246$$c2023$$dQ1$$eT1 000128087 593__ $$aMedicine (miscellaneous)$$c2023$$dQ1 000128087 594__ $$a4.4$$b2023 000128087 655_4 $$ainfo:eu-repo/semantics/article$$vinfo:eu-repo/semantics/publishedVersion 000128087 700__ $$aBallester Coma, Laura 000128087 700__ $$aMortier, Philippe 000128087 700__ $$aVilagut, Gemma 000128087 700__ $$aAmigo, Franco 000128087 700__ $$aPuértolas Gracia, Beatriz 000128087 700__ $$aGarcía-Mieres, Helena 000128087 700__ $$aAlayo, Itxaso 000128087 700__ $$aBlasco, Maria Jesus 000128087 700__ $$aCarrasco Espi, Paula 000128087 700__ $$aFalcó, Raquel 000128087 700__ $$aForteza-Rey, Ines 000128087 700__ $$aGarcia-Pazo, Patricia 000128087 700__ $$aGili, Margalida 000128087 700__ $$aGiménez-García, Cristina 000128087 700__ $$aMachancoses, Francisco H 000128087 700__ $$aMarzo Campos, Juan Carlos 000128087 700__ $$aNavarra-Ventura, Guillem 000128087 700__ $$aPiqueras, Jose A 000128087 700__ $$aRebagliato, Marisa 000128087 700__ $$aRoca, Miquel 000128087 700__ $$aRodriguez Jiménez, Tiscar$$uUniversidad de Zaragoza 000128087 700__ $$aRoldan, Lorenzo 000128087 700__ $$aRuiz-Palomino, Estefanía 000128087 700__ $$aSoto-Sanz, Victoria 000128087 700__ $$aAlonso, Jordi 000128087 7102_ $$14009$$2680$$aUniversidad de Zaragoza$$bDpto. Psicología y Sociología$$cÁrea Person.Eval.Trat.Psicoló. 000128087 773__ $$g13, 7 (2023), e072641 [9 pp]$$pBMJ Open$$tBMJ Open$$x2044-6055 000128087 8564_ $$s1662381$$uhttps://zaguan.unizar.es/record/128087/files/texto_completo.pdf$$yVersión publicada 000128087 8564_ $$s3260398$$uhttps://zaguan.unizar.es/record/128087/files/texto_completo.jpg?subformat=icon$$xicon$$yVersión publicada 000128087 909CO $$ooai:zaguan.unizar.es:128087$$particulos$$pdriver 000128087 951__ $$a2024-11-22-12:09:57 000128087 980__ $$aARTICLE