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Application of AI in in Multilevel Pain Assessment Using Facial Images: Systematic Review and Meta-Analysis

Application of AI in in Multilevel Pain Assessment Using Facial Images: Systematic Review and Meta-Analysis

., NRS, VAS, were excluded from meta-analysis Study design: reviews Report characteristics and inclusion criteria Year: published between January 1, 2012, and September 30, 2023 Language: English only Publication status: published Test accuracy metrics: no restrictions for systematic reviews; studies that reported contingency tables were included for meta-analysis Report characteristics and exclusion criteria Year: no need to specify Language: no need to specify Publication status: preprints not accepted Test

Jian Huo, Yan Yu, Wei Lin, Anmin Hu, Chaoran Wu

J Med Internet Res 2024;26:e51250

Reconsidering the Use of Population Health Surveys for Monitoring of Mental Health

Reconsidering the Use of Population Health Surveys for Monitoring of Mental Health

Monitoring of the mental health status of the population and assessment of its determinants (eg, sociodemographic factors, lifestyle habits, and use of health services) are 2 of the pillars of public mental health [12-14], and the use of harmonized data from multiple sources could be instrumental to support them. If the quality of the data could be guaranteed, the monitoring of mental health at the population level should be based on all the available data.

Jorge Arias de la Torre, Gemma Vilagut, Amy Ronaldson, Ioannis Bakolis, Alex Dregan, Fernando Navarro-Mateu, Katherine Pérez, Anna Szücs, Xavier Bartoll-Roca, Antonio J Molina, Matilde Elices, Víctor Pérez-Solá, Vicente Martín, Antoni Serrano-Blanco, Jose M Valderas, Jordi Alonso

JMIR Public Health Surveill 2023;9:e48138