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Bayesian Networks for Prescreening in Depression: Algorithm Development and Validation

Bayesian Networks for Prescreening in Depression: Algorithm Development and Validation

The PROACTIVE trial received approval from the Comitê de Ética em Pesquisa Faculdade de Medicina da Universidade de São Paulo and authorization from the Guarulhos Health Secretary (number 2.836.569). The Brazilian National Health Ethics Research Committee of the Brazilian National Health Council approved the PNS 2013 (number 328.159) and PNS 2019 (number 3.529.376) surveys. Anonymized versions of the PNS 2013 and PNS 2019 surveys are publicly available for download and analysis.

Eduardo Maekawa, Eoin Martino Grua, Carina Akemi Nakamura, Marcia Scazufca, Ricardo Araya, Tim Peters, Pepijn van de Ven

JMIR Ment Health 2024;11:e52045

Sensing Apps and Public Data Sets for Digital Phenotyping of Mental Health: Systematic Review

Sensing Apps and Public Data Sets for Digital Phenotyping of Mental Health: Systematic Review

Recently, de Moura et al [82,83] developed a solution capable of detecting sociability patterns and routine changes in social event streams (ie, conversation events). A related issue is the predominance of solutions developed for Android OS, for which all apps have a version. This is expected as Android provides an open development platform, different from i OS, with significantly more flexibility to gather the data of interest.

Jean P M Mendes, Ivan R Moura, Pepijn Van de Ven, Davi Viana, Francisco J S Silva, Luciano R Coutinho, Silmar Teixeira, Joel J P C Rodrigues, Ariel Soares Teles

J Med Internet Res 2022;24(2):e28735

Patient Health Questionnaire-9 Item Pairing Predictiveness for Prescreening Depressive Symptomatology: Machine Learning Analysis

Patient Health Questionnaire-9 Item Pairing Predictiveness for Prescreening Depressive Symptomatology: Machine Learning Analysis

Four of the external data sets represented a wider Brazilian population (Pesquisa Nacional de Saúde 2013 [PNS2013], Pesquisa Nacional de Saúde 2019 [PNS2019], Amazonas, and São Paulo-Manaus). The other 2 represented different populations (Mexican Medical Students [Mex Med Students] and Jockey Club [JC] Joy Age). Two of the external data sets represented age demographics similar to the primary data set (São Paulo-Manaus and JC Joy Age).

Darragh Glavin, Eoin Martino Grua, Carina Akemi Nakamura, Marcia Scazufca, Edinilza Ribeiro dos Santos, Gloria H Y Wong, William Hollingworth, Tim J Peters, Ricardo Araya, Pepijn Van de Ven

JMIR Ment Health 2023;10:e48444

Monitoring Dietary Intake and Physical Activity Electronically: Feasibility, Usability, and Ecological Validity of a Mobile-Based Ecological Momentary Assessment Tool

Monitoring Dietary Intake and Physical Activity Electronically: Feasibility, Usability, and Ecological Validity of a Mobile-Based Ecological Momentary Assessment Tool

The PA questionnaires were derived from Carels et al, Cranford et al, De Vries et al, Dunton et al, Dunton et al, Grow et al, and Prins et al [21,27-32]. Four different types of response categories were used: Visual Analogue Scale (VAS slider) (see Figure 3 A), multiple-choice bullets (see Figure 3 B), multiple-choice open field combined with VAS slider (see Figure 3 C), and binary (see Figure 3 D).

Jorinde Eline Spook, Theo Paulussen, Gerjo Kok, Pepijn Van Empelen

J Med Internet Res 2013;15(9):e214

A Digital Lifestyle Coach (E-Supporter 1.0) to Support People With Type 2 Diabetes: Participatory Development Study

A Digital Lifestyle Coach (E-Supporter 1.0) to Support People With Type 2 Diabetes: Participatory Development Study

Reference 16: Voldoen Aan De Beweegrichtlijnen Volwassenen(https://www.volksgezondheidenzorg.info/onderwerp Reference 74: ICT-gebruik van huishoudens en personen(https://longreads.cbs.nl/ict-kennis-en-economie -2020/ict-gebruik-van-huishoudens-en-personen/) Reference 84: E-Manager Chronic Diseases(https://www.zonmw.nl/nl/over-zonmw/e-health-en-ict-in-de-zorg Reference 91: De Miguide App: De Mobiele Leefstijlcoach(https://miguide.nl/)

Eclaire A G Hietbrink, Anouk Middelweerd, Pepijn van Empelen, Katharina Preuhs, Annemieke A J Konijnendijk, Wendy Oude Nijeweme-d’Hollosy, Laura K Schrijver, Gozewijn D Laverman, Miriam M R Vollenbroek-Hutten

JMIR Hum Factors 2023;10:e40017

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