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Identification of risk factors for involuntary psychiatric hospitalization: using environmental socioeconomic data and methods of machine learning to improve prediction.

O KaraschM Schmitz-BuhlR MennickenJ ZielasekEuphrosyne Gouzoulis-Mayfrank
Published in: BMC psychiatry (2020)
Certain psychiatric diagnoses and suicidal tendencies are major risk factors for involuntary psychiatric hospitalization. In addition, service-related and environmental socioeconomic factors contribute to the risk for detention. Identifying modifiable risk factors and particularly vulnerable risk groups should help to develop suitable preventive measures.
Keyphrases
  • mental health
  • machine learning
  • risk factors
  • healthcare
  • big data
  • depressive symptoms
  • electronic health record