首页|Data on Mental Health Diseases and Conditions Reported by Joao Guerreiro and Col leagues (Transatlantic transferability and replicability of machine-learning alg orithms to predict mental health crises)
Data on Mental Health Diseases and Conditions Reported by Joao Guerreiro and Col leagues (Transatlantic transferability and replicability of machine-learning alg orithms to predict mental health crises)
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By a News Reporter-Staff News Editor at Robotics & Machine Learning Daily News – New research on Mental Health Diseases and Condit ions is the subject of a report. According to news reporting from Barcelona, Spa in, by NewsRx journalists, research stated, “Transferring and replicating predic tive algorithms across healthcare systems constitutes a unique yet crucial chall enge that needs to be addressed to enable the widespread adoption of machine lea rning in healthcare. In this study, we explored the impact of important differen ces across healthcare systems and the associated Electronic Health Records (EHRs ) on machine-learning algorithms to predict mental health crises, up to 28 days in advance.” The news correspondents obtained a quote from the research, “We evaluated both t he transferability and replicability of such machine learning models, and for th is purpose, we trained six models using features and methods developed on EHR da ta from the Birmingham and Solihull Mental Health NHS Foundation Trust in the UK . These machine learning models were then used to predict the mental health cris es of 2907 patients seen at the Rush University System for Health in the US betw een 2018 and 2020. The best one was trained on a combination of US-specific stru ctured features and frequency features from anonymized patient notes and achieve d an AUROC of 0.837. A model with comparable performance, originally trained usi ng UK structured data, was transferred and then tuned using US data, achieving a n AUROC of 0.826.”
BarcelonaSpainEuropeAlgorithmsCy borgsEmerging TechnologiesHealth and MedicineMachine LearningMental Heal th Diseases and Conditions
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