Modeling the growth of long-stay populations in public mental hospitals
Long-stay, chronic patients have been a problematic subpopulation in public mental hospitals for over a century. Despite three decades of deinstitutionalization and a major shift toward shorter episodes of hospitalization, there continues to exist a group of patients who experience lengthy hospital...
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| Published in | Social science & medicine (1982) Vol. 30; no. 12; pp. 1341 - 1347 |
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| Main Authors | , |
| Format | Journal Article |
| Language | English |
| Published |
England
Elsevier Ltd
1990
Elsevier Pergamon Press Inc |
| Series | Social Science & Medicine |
| Subjects | |
| Online Access | Get full text |
| ISSN | 0277-9536 1873-5347 |
| DOI | 10.1016/0277-9536(90)90314-I |
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| Abstract | Long-stay, chronic patients have been a problematic subpopulation in public mental hospitals for over a century. Despite three decades of deinstitutionalization and a major shift toward shorter episodes of hospitalization, there continues to exist a group of patients who experience lengthy hospital stays. As the number of such patients increases in a facility, its ability to provide acute care may be compromised, and the size of this subpopulation must therefore be anticipated. This paper examines the length-of-stay patterns of a sample of public mental hospital admissions through the use of life table analysis, and develops a dynamic modeling algorithm using sample survival function values. Life table analysis revealed a declining hazard function, indicating a diminishing probability of discharge with increased hospital stay. The dynamic model showed that, after 2 years of operation of a hypothetical facility, current length-of-stay patterns would generate an inpatient population 40% of which had been hospitalized for over 6 months. Goodness-of-fit tests comparing the algorithm's forecast with actual hospital utilization data showed its predictions to be reliable. The authors discuss the use of this methodology to anticipate the effects of programmatic or other types of changes in mental hospitals, and also suggest other types of settings where such modeling techniques might profitably be applied. |
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| AbstractList | Long-stay, chronic patients have been a problematic subpopulation in public mental hospitals for over a century. Despite three decades of deinstitutionalization and a major shift toward shorter episodes of hospitalization, there continues to exist a group of patients who experience lengthy hospital stays. As the number of such patients increases in a facility, its ability to provide acute care may be compromised, and the size of this subpopulation must therefore be anticipated. This paper examines the length-of-stay patterns of a sample of public mental hospital admissions through the use of life table analysis, and develops a dynamic modeling algorithm using sample survival function values. Life table analysis revealed a declining hazard function, indicating a diminishing probability of discharge with increased hospital stay. The dynamic model showed that, after 2 years of operation of a hypothetical facility, current length-of-stay patterns would generate an inpatient population 40% of which had been hospitalized for over 6 months. Goodness-of-fit tests comparing the algorithm's forecast with actual hospital utilization data showed its predictions to be reliable. The authors discuss the use of this methodology to anticipate the effects of programmatic or other types of changes in mental hospitals, and also suggest other types of settings where such modeling techniques might profitably be applied. Length-of-stay (LOS) patterns in US public mental hospital admissions are explored using life table analysis, developing a dynamic modeling algorithm that uses sample survival function values. The link between hospital age (ie, time elapsed since patient admission) & LOS is illustrated using this model, after which it is operationalized using admissions data from Massachusetts Dept of Mental Health inpatient facilities from 1982 through 1986. Ways that this methodology can be used to identify the potential impact of variations in clinical, institutional, & service system factors are discussed. 4 Tables, 25 References. C. Grindle The length-of-stay patterns of a sample of public mental hospital admissions are examined. A dynamic modeling algorithm, using sample survival function values, is developed. Long-stay, chronic patients have been a problematic subpopulation in public mental hospitals for over a century. Despite three decades of deinstitutionalization and a major shift toward shorter episodes of hospitalization, there continues to exist a group of patients who experience lengthy hospital stays. As the number of such patients increases in a facility, its ability to provide acute care may be compromised, and the size of this subpopulation must therefore be anticipated. This paper examines the length-of-stay patterns of a sample of public mental hospital admissions through the use of life table analysis, and develops a dynamic modeling algorithm using sample survival function values. Life table analysis revealed a declining hazard function, indicating a diminishing probability of discharge with increased hospital stay. The dynamic model showed that, after 2 years of operation of a hypothetical facility, current length-of-stay patterns would generate an inpatient population 40% of which had been hospitalized for over 6 months. Goodness-of-fit tests comparing the algorithm's forecast with actual hospital utilization data showed its predictions to be reliable. The authors discuss the use of this methodology to anticipate the effects of programmatic or other types of changes in mental hospitals, and also suggest other types of settings where such modeling techniques might profitably be applied.Long-stay, chronic patients have been a problematic subpopulation in public mental hospitals for over a century. Despite three decades of deinstitutionalization and a major shift toward shorter episodes of hospitalization, there continues to exist a group of patients who experience lengthy hospital stays. As the number of such patients increases in a facility, its ability to provide acute care may be compromised, and the size of this subpopulation must therefore be anticipated. This paper examines the length-of-stay patterns of a sample of public mental hospital admissions through the use of life table analysis, and develops a dynamic modeling algorithm using sample survival function values. Life table analysis revealed a declining hazard function, indicating a diminishing probability of discharge with increased hospital stay. The dynamic model showed that, after 2 years of operation of a hypothetical facility, current length-of-stay patterns would generate an inpatient population 40% of which had been hospitalized for over 6 months. Goodness-of-fit tests comparing the algorithm's forecast with actual hospital utilization data showed its predictions to be reliable. The authors discuss the use of this methodology to anticipate the effects of programmatic or other types of changes in mental hospitals, and also suggest other types of settings where such modeling techniques might profitably be applied. |
| Author | Fisher, William H. Phillips, Barbara F. |
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| Cites_doi | 10.1038/scientificamerican0278-46 10.1111/j.2044-8260.1962.tb00680.x 10.1080/0022250X.1977.9989877 10.2307/2136752 10.1176/ajp.123.12.1481 10.1007/BF00820521 10.1080/0022250X.1979.9989887 10.1176/ajp.140.3.296 |
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| Keywords | length of stay public mental hospitals dynamic modeling survival analysis |
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| References | Pollock, Taube (BIB9) 1975 Dorwart (BIB10) 1988; 39 Allison (BIB20) 1984 Eaton, Whitmore (BIB18) 1977; 5 Morrissey (BIB4) 1982 Craig, Goodman, Siegal, Wanderling (BIB8) 1984; 6 Kiesler, Sibulkin (BIB6) 1987 Pepper (BIB15) 1971; 71 VonKorff (BIB21) 1979; 6 Stokey, Zeckhauser (BIB25) 1982 Bachrach (BIB11) 1984; 29 Shryock, Siegal (BIB22) 1976 Grob (BIB2) 1983 Hanson (BIB17) 1973; 8 Colton (BIB19) 1974 Goldman, Taube, Regier, Witkin (BIB7) 1983; 140 New York State Commission on Quality of Care for the Mentally Disabled (BIB12) 1988 Everts (BIB1) 1881; 38 Bassuk, Gerson (BIB3) 1978; 238 Wing (BIB13) 1962; 1 Reuter, VonKorff (BIB16) 1980; 3 Huckfeldt, Kohfeld, Likens (BIB24) 1982 Gronfein (BIB5) 1985; 26 Kramer, Goldstein, Israel, Johnson (BIB23) 1955 Gruenberg (BIB14) 1967; 123 Kiesler (10.1016/0277-9536(90)90314-I_BIB6) 1987 Everts (10.1016/0277-9536(90)90314-I_BIB1) 1881; 38 Morrissey (10.1016/0277-9536(90)90314-I_BIB4) 1982 Craig (10.1016/0277-9536(90)90314-I_BIB8) 1984; 6 Grob (10.1016/0277-9536(90)90314-I_BIB2) 1983 Gruenberg (10.1016/0277-9536(90)90314-I_BIB14) 1967; 123 Reuter (10.1016/0277-9536(90)90314-I_BIB16) 1980; 3 New York State Commission on Quality of Care for the Mentally Disabled (10.1016/0277-9536(90)90314-I_BIB12) 1988 Dorwart (10.1016/0277-9536(90)90314-I_BIB10) 1988; 39 Stokey (10.1016/0277-9536(90)90314-I_BIB25) 1982 Allison (10.1016/0277-9536(90)90314-I_BIB20) 1984 Shryock (10.1016/0277-9536(90)90314-I_BIB22) 1976 Kramer (10.1016/0277-9536(90)90314-I_BIB23) 1955 Wing (10.1016/0277-9536(90)90314-I_BIB13) 1962; 1 Pepper (10.1016/0277-9536(90)90314-I_BIB15) 1971; 71 Colton (10.1016/0277-9536(90)90314-I_BIB19) 1974 Eaton (10.1016/0277-9536(90)90314-I_BIB18) 1977; 5 Huckfeldt (10.1016/0277-9536(90)90314-I_BIB24) 1982 Bassuk (10.1016/0277-9536(90)90314-I_BIB3) 1978; 238 VonKorff (10.1016/0277-9536(90)90314-I_BIB21) 1979; 6 Gronfein (10.1016/0277-9536(90)90314-I_BIB5) 1985; 26 Hanson (10.1016/0277-9536(90)90314-I_BIB17) 1973; 8 Pollock (10.1016/0277-9536(90)90314-I_BIB9) 1975 Bachrach (10.1016/0277-9536(90)90314-I_BIB11) 1984; 29 Goldman (10.1016/0277-9536(90)90314-I_BIB7) 1983; 140 |
| References_xml | – year: 1975 ident: BIB9 article-title: Trends and projections in state hospital use publication-title: The Future Role of the State Hospital – volume: 26 start-page: 192 year: 1985 ident: BIB5 article-title: Incentives and intentions in mental health policy: a comparison of the Medicaid and Community Mental Health programs publication-title: J. Hlth soc. Behav. – year: 1984 ident: BIB20 article-title: Event History Analysis: Regression for Longitudinal Event Data – year: 1988 ident: BIB12 article-title: Admission and Discharge Practices of Psychiatric Hospitals – volume: 238 start-page: 46 year: 1978 ident: BIB3 article-title: Deinstitutionalization and mental health services publication-title: Scient. Am. – volume: 1 start-page: 38 year: 1962 ident: BIB13 article-title: Institutionalism in mental hospitals publication-title: J. soc. clin. 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Behav. doi: 10.2307/2136752 – year: 1955 ident: 10.1016/0277-9536(90)90314-I_BIB23 article-title: A historical study of the dispositions of first admissions to state mental hospital – volume: 29 start-page: 573 year: 1984 ident: 10.1016/0277-9536(90)90314-I_BIB11 article-title: A conceptual approach to deinstitutionalization publication-title: Hosp. Commun. Psychiat. – volume: 71 start-page: 1238 year: 1971 ident: 10.1016/0277-9536(90)90314-I_BIB15 article-title: Role of the state hospital in the care of the mentally disabled publication-title: N.Y. State J. Med. – year: 1982 ident: 10.1016/0277-9536(90)90314-I_BIB24 – year: 1987 ident: 10.1016/0277-9536(90)90314-I_BIB6 – volume: 123 start-page: 1481 year: 1967 ident: 10.1016/0277-9536(90)90314-I_BIB14 article-title: The social breakdown syndrome—some origins publication-title: Am. J. Psychiat. doi: 10.1176/ajp.123.12.1481 – year: 1988 ident: 10.1016/0277-9536(90)90314-I_BIB12 – volume: 3 start-page: 187 year: 1980 ident: 10.1016/0277-9536(90)90314-I_BIB16 article-title: The distribution of length of stay and the accumulation of chronic patients in a mental health center publication-title: Admin. Ment. Hlth doi: 10.1007/BF00820521 – volume: 38 start-page: 113 year: 1881 ident: 10.1016/0277-9536(90)90314-I_BIB1 article-title: The American system of public provision for the insane, and despotism in lunatic asylums publication-title: Am. J. Insanity – volume: 39 start-page: 287 year: 1988 ident: 10.1016/0277-9536(90)90314-I_BIB10 article-title: A ten-year followup study of the effects of deinstitutionalization publication-title: Hosp. Commun. Psychiat. – volume: 6 start-page: 169 year: 1979 ident: 10.1016/0277-9536(90)90314-I_BIB21 article-title: A statistical model of mental hospitalization: the mixed exponential distribution publication-title: J. Math. Sociol. doi: 10.1080/0022250X.1979.9989887 – volume: 8 start-page: 37 year: 1973 ident: 10.1016/0277-9536(90)90314-I_BIB17 article-title: A statistical model of length of stay in a mental hospital publication-title: Hlth Serv. Res. – year: 1976 ident: 10.1016/0277-9536(90)90314-I_BIB22 – volume: 140 start-page: 296 year: 1983 ident: 10.1016/0277-9536(90)90314-I_BIB7 article-title: The multiple functions of the state mental hospital publication-title: Am. J. Psychiat. doi: 10.1176/ajp.140.3.296 – start-page: 147 year: 1982 ident: 10.1016/0277-9536(90)90314-I_BIB4 article-title: Deinstitutionalizing the mentally ill: outcomes and new directions |
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| Snippet | Long-stay, chronic patients have been a problematic subpopulation in public mental hospitals for over a century. Despite three decades of... The length-of-stay patterns of a sample of public mental hospital admissions are examined. A dynamic modeling algorithm, using sample survival function values,... Length-of-stay (LOS) patterns in US public mental hospital admissions are explored using life table analysis, developing a dynamic modeling algorithm that uses... |
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| SubjectTerms | Algorithms Chronic Disease Deinstitutionalization dynamic modeling Follow-Up Studies Forecasting Hospitalization Hospitals, Psychiatric - statistics & numerical data Hospitals, State - statistics & numerical data Humans Length of stay Length of Stay - statistics & numerical data Life Tables Massachusetts Mental Hospitals Mental institutions Mental Patients Models, Statistical Population Dynamics Psychiatric hospitals public mental hospitals public mental hospitals length of stay survival analysis dynamic modeling Social research survival analysis Time Factors United States |
| Title | Modeling the growth of long-stay populations in public mental hospitals |
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