Z I M - Example 2005-01 | February 2008 |
Maps to Show Similar Hospitals
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Wolfram Fischer
Zentrum für Informatik und wirtschaftliche Medizin
CH-9116 Wolfertswil SG
(Switzerland)
http://www.fischer-zim.ch/
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Introduction |
"Are hospitals similar?" This is the first question when we compare hospitals with each other, since only hospitals which are really comparable should be compared. |
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Table 1: |
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Source: Fischer [Krankenhaus-Betriebsvergleiche, 2005]: 128. |
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Data |
To draw a map which shows the similarity between hospitals, data with APDRG codes of 1.3 mio. inpatient cases from all over Switzerland from one year (2002) was used. |
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1 Cf. Venables/Ripley [MASS, 1999]: 333 ff. |
Methods |
The similarity of pairs of hospitals was measured by calcuting Manhattan distances based on the portions of cases grouped by APDRG. These distances were processed by a multidimensional scaling (MDS).1 On the MDS graphic, hospitals are shown by coloured letters (colour for hospital type, letter for type and subtype). The graphic was coloured with different intensities of green and yellow according to hospital density. Thus hills show clusters of hospitals. Regions without hospitals are coloured in blue. |
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Results |
On the resulting "map" we can essentially see a big and a little island. We can interpret the points of the compass as follows: to the left there are acute hospitals, and to the right there are long-term hospitals; to the top there are somatic hospitals, and to the bottom there are psychiatric hospitals. On the little island at the bottom only psychiatric hospitals are found. |
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Discussion |
It is now possible to judge the position of a selected hospital and its neighbourhood: either it is surrounded by the same type of hospitals or it got lost among unsimilar hospitals. |
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Conclusions |
This kind of hospital map shows the overall situation of the distribution of hospitals according to casemix and type. It enables us to have a quick judgement of the position of a selected hospital, and it shows which hospitals are neighbours and therefore similar to each other. |
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References |
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Fischer W. Neue Methoden für Krankenhaus-Betriebsvergleiche. Ein Werkstattbuch zur Visualisierung DRG-basierter Daten. Wolfertswil (ZIM) 2005: 160 pp. Auszüge: http:// www.fischer-zim.ch / studien / KBV-0506-Info.htm. | |||
Venables WN, Ripley BD. Modern Applied Statistics with S-Plus. 3. Auflage, New York (Springer) 1999: 501 pp. Info: http:// www.stats.ox.ac.uk / pub / MASS3 /. |
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( latest compilation:
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