title: Nurse staffing levels and nursing outcomes: a Bayesian analysis of Finnish-registered nurse survey data.
abstract: OBJECTIVE
  The aim of the present study was to assess the relationship between patient-to-registered nurse (RN) ratios and nursing outcomes: job satisfaction and stress, nursing care quality, control of own practise, intent to leave, adequacy of material resources and attitudes towards technical equipment.
  
  
  BACKGROUND
  Although there is a growing body of evidence showing that higher levels of RN staffing are linked to better outcomes, it still is unclear how nurse staffing produces these effects.
  
  
  METHODS
  A survey of data of RNs (n = 854) in 46 inpatient units at five university hospitals in Finland was used to create a Bayesian network (BN) model of connections between the variables.
  
  
  RESULTS
  A BN model constructed showed that the quality of nursing care is influenced by multifaceted work environment measures. RNs' possibility to control their own practice and the quality of care are mediation between patient-to-RN ratio and other variables examined.
  
  
  CONCLUSIONS
  New insight was given to the complex theme of the nursing practice environment and its connections to nursing outcomes.
  
  
  CONCLUSIONS
  Work environment should be developed with consideration of many factors, including adequate staffing levels and the ability for nurses to control their own work. This could increase nurses' work satisfaction, retention and patient care quality outcomes.
authors: Department of Nursing Science and Department of Research, University of Kuopio, Kuopio University Hospital, FI-70211 Kuopio, Finland. tarja.tervo-heikkinen@kuh.fi
authors: Tarja
authors: T
authors: Tervo-Heikkinen
authors: Vesa
authors: V
authors: Kiviniemi
authors: Pirjo
authors: P
authors: Partanen
authors: Katri
authors: K
authors: Vehviläinen-Julkunen
mesh_terms: D000328:Adult; D001499:Bayes Theorem; D005260:Female; D005387:Finland; D019538:Health Care Surveys / Q000706:statistics & numerical data; D006801:Humans; D008297:Male; D008875:Middle Aged; D017146:Models, Organizational; D015401:Nursing Administration Research / Q000706:statistics & numerical data*; D009741:Nursing Staff, Hospital / Q000458:organization & administration / Q000600:supply & distribution*; D010043:Outcome and Process Assessment, Health Care / Q000706:statistics & numerical data*; D010559:Personnel Management; D010561:Personnel Staffing and Scheduling