Literature DB >> 10110689

Prediction of use of psychiatric services: application of the CART (classification and regression trees) algorithm.

H Boerstler1, J M de Figueiredo.   

Abstract

A computerized recursive partitioning program called Classification and Regression Trees (CART) was used to identify potential high users of services among low-income psychiatric outpatients. Sociodemographic variables, clinical variables (e.g., psychiatric diagnosis and type of presenting complaint), source of referral and the most recent psychiatric treatment setting used were studied. Discharge from inpatient psychiatric treatment right before admission to outpatient psychiatric treatment was found to be the most consistent, the most powerful and the only necessary predictor of high use of outpatient psychiatric services.

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Year:  1991        PMID: 10110689     DOI: 10.1007/bf02521131

Source DB:  PubMed          Journal:  J Ment Health Adm        ISSN: 0092-8623


  21 in total

1.  The relationship of presenting complaints to the use of psychiatric services in a low-income group.

Authors:  J M de Figueiredo; H Boerstler
Journal:  Am J Psychiatry       Date:  1988-09       Impact factor: 18.112

2.  Demand for outpatient mental health services in a heavily insured population: the case of the Blue Cross and Blue Shield Association's Federal Employees Health Benefits Program.

Authors:  C A Watts; R M Scheffler; N P Jewell
Journal:  Health Serv Res       Date:  1986-06       Impact factor: 3.402

3.  The psychiatric status schedule. A technique for evaluating psychopathology and impairment in role functioning.

Authors:  R L Spitzer; J Endicott; J L Fleiss; J Cohen
Journal:  Arch Gen Psychiatry       Date:  1970-07

4.  Specialty and general ambulatory mental health services. Comparison of utilization and expenditures.

Authors:  C M Horgan
Journal:  Arch Gen Psychiatry       Date:  1985-06

Review 5.  A review of studies of the impact of insurance on the demand and utilization of specialty mental health services.

Authors:  R G Frank; T G McGuire
Journal:  Health Serv Res       Date:  1986-06       Impact factor: 3.402

6.  Cost sharing and the use of ambulatory mental health services.

Authors:  W G Manning; K B Wells; N Duan; J P Newhouse; J E Ware
Journal:  Am Psychol       Date:  1984-10

7.  Risk prediction after myocardial infarction. Comparison of three multivariate methodologies.

Authors:  E Gilpin; R Olshen; H Henning; J Ross
Journal:  Cardiology       Date:  1983       Impact factor: 1.869

8.  Use of outpatient mental health services by a general population with health insurance coverage.

Authors:  K B Wells; W G Manning; N Duan; J P Newhouse; J E Ware
Journal:  Hosp Community Psychiatry       Date:  1986-11

9.  Ambulatory mental health services utilization in three provider plans.

Authors:  P Diehr; S J Williams; D P Martin; K Price
Journal:  Med Care       Date:  1984-01       Impact factor: 2.983

10.  The 'offset effect' of mental health treatment on ambulatory medical care utilization and charges. Month-by-month and grouped-month analyses of a five-year study.

Authors:  J F Borus; M C Olendzki; L Kessler; B J Burns; U C Brandt; C A Broverman; P R Henderson
Journal:  Arch Gen Psychiatry       Date:  1985-06
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  1 in total

Review 1.  A scoping review on the use of machine learning in research on social determinants of health: Trends and research prospects.

Authors:  Shiho Kino; Yu-Tien Hsu; Koichiro Shiba; Yung-Shin Chien; Carol Mita; Ichiro Kawachi; Adel Daoud
Journal:  SSM Popul Health       Date:  2021-06-05
  1 in total

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