title: Determining the number of state psychiatric hospital beds by measuring quality of care with artificial neural networks.
abstract: This study uses a new paradigm to calculate the minimum and the optimum number of involuntary psychiatric beds at a state hospital in Maine with 5538 admissions over a 7-year period. The method measures quality of care (Q) based upon the accuracy of prediction of length-of-stay for the hospital, and of community length-of-stay for the community, each corrected for the severity of illness of the average patient. When Q in the hospital equals Q in the community, there is no net movement of patients from one phase of care to the other, analogous to a zero electromotive force, and the census at that point is the minimum number of beds (22 beds/100,000 population). When patients in the community were least ill, relative to the hospital then hospital bed census is at its optimum (31 beds/100,000) given current resources and technology. In studying specific diagnosis groups with the same methodology the authors found that patients with schizophrenia having the benefit of clozapine for most of the study period had a Q averaged over 7 years that was nearly equal in both hospital and community settings. This explains the perception that tertiary psychiatric hospitals comprised mostly of patients with schizophrenia can downsize significantly. However, affective disorders and "borderline" personality disorders clearly benefit from structured hospital care with specialized experienced staff. We make arguments for the role of the state hospital as a homeostat for the mental health care delivery system.
authors.affiliation: Augusta Mental Health Institute, ME 04332, USA.
authors.forename: G E
authors.initials: GE
authors.lastname: Davis
authors.forename: W E
authors.initials: WE
authors.lastname: Lowell
authors.forename: G L
authors.initials: GL
authors.lastname: Davis
mesh_terms: D006302:Health Services Research / Q000379:methods*; D006742:Hospital Bed Capacity / Q000706:statistics & numerical data*; D006764:Hospitals, Community; D006778:Hospitals, Psychiatric / Q000592:standards* / Q000706:statistics & numerical data*; D006783:Hospitals, State; D006801:Humans; D007902:Length of Stay; D008281:Maine; D016571:Neural Networks, Computer; D011787:Quality of Health Care