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Estimation of the real population and its impact on the utilisation of healthcare services in Mediterranean resort regions: an ecological study

  • Emilio Perea-Milla1Email author,
  • Sergi Mari Pons2,
  • Francisco Rivas-Ruiz1,
  • Anna Gallofre2,
  • Enrique Navarro Jurado3,
  • Marco A Navarro Ales4,
  • Alberto Jimenez-Puente1,
  • Fidel Fernandez-Nieto5,
  • Joan C March Cerda6,
  • Manuel Carrasco1,
  • Lydia Martin1,
  • Damian Lopez Cano3,
  • Gonzalo E Gutierrez3,
  • Rafael Cortes Macías3 and
  • Jose A Garcia-Ruiz1
BMC Health Services Research20077:13

DOI: 10.1186/1472-6963-7-13

Received: 23 June 2006

Accepted: 31 January 2007

Published: 31 January 2007

Abstract

Background

The demographic structure has a significant influence on the use of healthcare services, as does the size of the population denominators. Very few studies have been published on methods for estimating the real population such as tourist resorts. The lack of information about these problems means there is a corresponding lack of information about the behaviour of populational denominators (the floating population or tourist load) and the effect of this on the use of healthcare services. The objectives of the study were: a) To determine the Municipal Solid Waste (MSW) ratio, per person per day, among populations of known size; b) to estimate, by means of this ratio, the real population in an area where tourist numbers are very significant; and c) to determine the impact on the utilisation of hospital emergency healthcare services of the registered population, in comparison to the non-resident population, in two areas where tourist numbers are very significant.

Methods

An ecological study design was employed. We analysed the Healthcare Districts of the Costa del Sol and the island of Menorca. Both are Spanish territories in the Mediterranean region.

Results

In the two areas analysed, the correlation coefficient between the MSW ratio and admissions to hospital emergency departments exceeded 0.9, with p < 0.001. On the basis of MSW generation ratios, obtained for a control zone and also measured in neighbouring countries, we estimated the real population. For the summer months, when tourist activity is greatest and demand for emergency healthcare at hospitals is highest, this value was found to be double that of the registered population.

Conclusion

The MSW indicator, which is both ecological and indirect, can be used to estimate the real population in areas where population levels vary significantly during the year. This parameter is of interest in planning and dimensioning the provision of healthcare services.

Background

The demographic structure has a significant influence on the use of healthcare services, as does the size of the population denominators [1]. However, the vast majority of the studies published on the issue concentrate on factors referring to permanent populations. In areas such as tourist resorts, where large structural changes and annual fluctuations occur, the biggest problem lies in estimating the size of the population, before going on to consider its structure.

In the final decades of the 20th century, the coastal areas of developed countries in temperate climate zones advanced dramatically in both social and economic terms. In 1994, it was estimated that two thirds of the world's population lived within 150 km of the coast, and this value was expected to increase to three quarters by the year 2025 [2]. Beyond all doubt, current levels of economic globalisation have favoured the increased mobility of populations [3].

In Europe, the clearest manifestation of coastal development is to be found along the Mediterranean shores from Spain to Greece, a space in which an authentic urban continuum has been created everywhere physically possible [4]. In addition to concentration in terms of land occupation, tourism also presents a high degree of variability in time, with a marked increase in activity during the summer months; this fact heightens the impact on the environment and tends to produce a model that is economically fragile.

Very few studies have been published on methods for estimating the real population [5]. The earliest studies of the mobility of patients within developed countries highlighted disparities in health-influencing factors, among both the host and the incoming populations, together with variability in the treatment offered to the latter and increasing concern among their respective governments about healthcare costs [68]. The lack of information about these problems means there is a corresponding lack of information about the behaviour of populational denominators (the floating population or tourist load) and the effect of this on the use of healthcare services, leading to the seriously inadequate planning of healthcare resources. Indeed, this fact has been reported as impeding the estimation of rates of morbidity-mortality [912].

The goals of the present study are: a) To determine the real population in a popular tourist area; and b) to evaluate the impact on the utilisation of hospital emergency services by the permanent, registered population and by that of non-residents, in two popular tourist areas.

Methods

Design: An ecological study was designed. Location: The geographic areas analysed were the Costa del Sol Healthcare District (CSHD) and the island of Menorca, both of which are part of Spain and in the Mediterranean region. In the years 2001–2002, Menorca had an inter-censal population of 77,036 [13]; public healthcare resources consisted of three primary-attention clinics and one hospital (the Verge de Toro Hospital) in the capital, Mahon. During the inter-censal period of 2001–2002, the CSHD served a population of 271,257 and included a public hospital in the town of Marbella (the Hospital Costa del Sol) and seven primary attention clinics.

Instrumentation: The main variable analysed was the monthly generation of MSW in the two study areas during 2001, these data being supplied by the Association of Municipalities of the Western Costa del Sol (Mancomunidad de Municipios de la Costa del Sol Occidental) and by the Socio-Environmental Observatory (Observatorio Socio-Ambiental) of Menorca [14]. In estimating the Kg. of MSW generated per inhabitant per day in the CSHD, the Control Zone (CZ) was taken as all the inland municipalities in the province of Malaga (thus excluding the coastal municipalities, the city of Malaga and a nearby dormitory town); for these areas, the demographic structure was assumed to be stable, presenting no significant changes throughout the year. In the case of Menorca, the direct estimator used was the variable known as Human Pressure (HP), this variable being applicable thanks to Menorca's island identity, and to the fact that all entries and exits of travellers, by sea or air, are recorded daily. Thus, the total population of the island, including the permanent and the 'floating' elements, is always known. The HP variable enables us to obtain the value of the Kg. of MSW generated per inhabitant per day for every month of the year, rather than having to use a single annual value.

An additional variable included was the maximum accommodation capacity, or the maximum number of beds available, estimated from the total recorded population plus the number of beds in registered accommodation facilities plus the number of second homes and unoccupied residential buildings (corrected by a factor of 10% to allow for speculative housing, this being defined as the flats and houses sold within a year of their purchase) multiplied by the mean number of occupants (3.1) [15].

Statistical Analysis: The ratios calculated were applied to the production of MSW in the two study areas in order to estimate the tourist load and its range; a statistical description was achieved by means of measures of central trend and of dispersion. We estimated the Pearson correlation coefficient (after testing for normality with the Kolmogorov-Smirnov test), the coefficient of determination and the 95% confidence intervals for the estimates of the real population and the use of hospital emergency services during the year in which the study was carried out. For Menorca, these values were calculated for the relation between the MSW ratios and HP. The impact on the demand for healthcare services is described by the relative distribution of patients treated by hospital emergency services and by the patients' mean age, calculated monthly, the patients being differentiated by their place of residence within the reference healthcare district. The healthcare utilisation rate was calculated from the estimated real population (assuming a MSW production of 1.4 Kg. per inhabitant per day). The level of significance was taken as p < 0.05.

Results

The ratio of Kg. of MSW produced per registered inhabitant per day varied between 2.45 for the CSHD and 1.23 for the CZ. When the real population of the CSHD was estimated, based on three different ratios for the generation of MSW per inhabitant (1.2, 1.4 and 1.6 Kg./person/day), the real population thus estimated exceeded the official values in every case. The estimated monthly population ranged from the 341,000 inhabitants calculated for the month of February, with a ratio of 1.6, to a maximum of 743,000 inhabitants in August, calculated using a MSW ratio of 1.2. The number of estimated inhabitants did not exceed the maximum accommodation capacity except the value calculated for the summer period with a MSW ratio of 1.2. (Table 1) Similar results were obtained for the estimated real population of Menorca using the HP parameter; during May-October, this value was double that of the official figure, while for the remaining months of the year the official value and the HP estimate coincided. The population level was minimum in January, with 70,000 inhabitants, and maximum in August with 177,000. During the months of January to March and in November and December, the estimated real population was less than the official recorded value.
Table 1

Estimate of the real population (1000s inhabitants) of the Costa del Sol Health District based on MSW in 2001 and Menorca based on Human Pressure during 2001

 

Costa del Sol HD

Menorca

 

Registered Population

Max. Accomm. Capacity

Real population estimated with MSW ratio (kg/hab/day)

Registered Population

Max. Accomm. Capacity

Human Pressure

   

1.2

1.4

1.6

   

January

264

631

455

390

341

75

190

70

February

266

633

455

390

341

76

191

71

March

267

634

486

416

364

76

191

72

April

268

635

532

456

399

76

191

83

May

269

636

519

445

389

76

191

118

June

271

638

551

472

413

77

192

141

July

272

639

653

560

490

77

192

160

August

273

640

743

637

557

77

192

177

September

274

641

576

494

432

77

192

141

October

276

643

537

460

403

78

193

107

November

277

644

487

417

365

78

193

73

December

278

645

469

402

352

78

193

71

The correlation coefficient between MSW and HP in Menorca was 0.99 (Table 2). The MSW/HP ratios obtained ranged between 1.38 Kg./person/day in December and 1.55 Kg./person/day in January. In both Menorca and the CSHD, the degree of correlation between the MSW and the monthly number of cases treated at the emergency department of the hospital in the study areas exceeded 0.90 (p < 0.001).
Table 2

Bivariate correlation between the generation of Municipal Solid Waste (in tonnes) and Admissions to Emergency Healthcare Hospital Department for Healthcare Districts of the Costa del Sol and Menorca during 2001, and Bivariate correlation between MSW and Human Pressure with MSW ratios for Menorca during 2001

 

Costa del Sol HD

Menorca

 

MSW

Admissions

MSW

Admissions

MSW

HP

Ratio

January

16935

8094

3377

1714

3377

70088

1,55

February

15275

7756

2915

1523

2915

71297

1,46

March

18069

8534

3515

1837

3515

72096

1,57

April

19141

8859

3969

1777

3969

83065

1,59

May

19312

8919

5439

2019

5439

118345

1,48

June

19845

9047

6128

2179

6128

141212

1,45

July

24308

10190

7097

2400

7097

160269

1,43

August

27628

11652

7726

2686

7726

177344

1,41

September

20743

8206

6450

1981

6450

141383

1,52

October

19982

8293

5274

1894

5274

106975

1,59

November

17520

7479

3470

1532

3470

72591

1,59

December

17437

7722

3030

1644

3030

70911

1,38

C. Correlation

0,93

p < 0,001

0,93

p < 0,001

0,99

p < 0,001

 

C.I. 95% lower upper

0,81

0,98

0,82

0,98

0,97

1,00

 

C. Determination

0,86

 

0,87

 

0,98

  
With respect to the impact on health care services, the unregistered population constituted up to 34.9% of all urgent admissions during the month of August in the Costa del Sol Health District, and up to 26.1% in Menorca in the same period. The mean age of non-residents decreased during the summer months in both areas, in comparison with that of the resident population, for whom the corresponding values remained stable (Table 3).
Table 3

Relative distribution and mean age of patients and percentage on the total of monthly admissions treated at hospital emergency departments in the Costa del Sol Health District and in Menorca, during 2001

 

Costa del Sol HD

Menorca

 

Emergency Admission of Unregistered

Mean Age

Emergency Admission of Unregistered

Mean Age

 

n

%

Resident

Non- Resident

n

%

Resident

Non- Resident

January

952

11,7

37,6

41,4

41

2,6

41,6

57,0

February

980

12,7

37,0

41,0

42

2,8

39,2

52,6

March

1195

14,0

37,3

41,4

98

4,7

39,3

54,3

April

1674

18,9

36,9

35,6

94

5,7

41,2

34,9

May

1316

14,8

37,3

40,4

120

6,7

40,0

36,5

June

1563

17,3

36,9

36,1

231

9,2

38,3

35,2

July

2757

27,1

38,2

32,0

375

17,5

39,5

33,5

August

4076

34,9

37,9

31,3

787

26,1

38,9

29,3

Septem ber

1578

19,3

38,2

38,0

235

12,8

39,6

38,7

October

1260

15,2

37,5

42,3

122

7,1

39,3

38,2

Novem ber

948

12,7

38,4

41,0

62

3,4

39,7

51,9

Decem ber

965

12,6

37,5

40,7

43

2,8

43,7

49,0

Average

19264

18,4

37,5

36,6

2250

9,7

39,9

35,7

In the year 2001 for the CSHD, hospital emergency service facilities were used by 25.9 per 1000 of the recorded, permanent population, with a difference of 4.3 points between the months of maximum and minimum frequency (Table 4). The permanent population utilised hospital emergency service facilities about 3–4 times more frequently than the non-resident population, this proportion remaining basically constant during the year, although with a slight decrease during the months of July and August, coinciding with the changing ratio of the non-recorded to the official population (exceeding 1.0).
Table 4

Population of the Costa del Sol estimated using MSW ratio (1.4 kg./person/day) compared with the registered population and the utilisation of hospital emergency healthcare facilities per 1000 inhabitants per year in both geographic areas during 2001

 

Real Population Estimated

Registered Population (RP)

Unregistered Population (URP)

Population URP/RP

Emergency Admissions per 1000 RP

Emergency Admissions per 1000 RP

Admissions URP/RP

January

390.216

264.231

125.985

0,48

26,3

7,3

0,28

February

389.678

265.508

124.170

0,47

27,3

8,5

0,31

March

416.340

266.786

149.554

0,56

26,7

7,7

0,29

April

455.732

268.063

187.669

0,70

26,9

8,9

0,33

May

444.976

269.340

175.636

0,65

27,3

7,3

0,27

June

472.493

270.618

201.875

0,75

27,7

7,7

0,28

July

560.096

271.895

288.201

1,06

26,5

9,3

0,35

August

636.588

273.173

363.415

1,33

27,0

10,9

0,40

September

493.873

274.450

219.423

0,80

24,1

7,2

0,30

October

460.405

275.727

184.678

0,67

24,6

6,6

0,27

November

417.146

277.005

140.141

0,51

23,6

6,8

0,29

December

401.777

278.282

123.495

0,44

23,4

7,6

0,32

Average

462.221

271.257

190.964

0,70

25,9

8,3

0,32

Discussion

The production of MSW and the population estimates based on this parameter are positively related to the utilisation of emergency healthcare services at hospitals in two geographic areas where tourist activity is significant. The frequency of use of hospital emergency service facilities varies during the year, as does the user profile.

Prior to obtaining the above correlations, we examined indirect indicators that might be used to establish the real population, such as the consumption of electricity, water, cement or hydrocarbon fuels, or the intensity of road traffic, but only the generation of MSW correlated strongly with variations in population and with the use of emergency healthcare facilities.

The choice of standard ratios for the generation of MSW to estimate population levels might introduce a degree of bias, as the areas analysed present different demographic and economic patterns. However, the ratios obtained in the Malaga Control Zone match the ratio calculated under the National Plan for Urban Waste 2000–2006 (1.23 vs. 1.20 Kg./person/day, respectively) [16], while in the coastal area of the same province this ratio was doubled. This phenomenon does not seem to be explained by a corresponding difference in income levels (in the province of Malaga, the weighted mean annual income in the CZ in 2002 exceeded 7,500 euros, while in the CSHD municipalities it exceeded 10,500 euros, only 40% higher). Neither do we observe a systematic increase in the generation of MSW in different countries as income increases [17]. The ranges of ratios applied in this study are close to those measured in European Union countries in 2001, varying between 1.2 Kg./person/day (in Belgium, Portugal and Greece) and 1.6 Kg./person/day (in Germany, the United Kingdom and Holland). The mean value for the 25 countries of the EU is 1.4 Kg./person/day [18].

The estimates of real population based on the generation of MSW reveal a seasonal pattern: in the summer months, the estimated population doubles the official value. In the island of Menorca, seasonality is even greater, as in the first and fourth quarters of the year, the estimated and the officially recorded population values converge, while in the CSHD there exists an unrecorded population that remains stable during the winter months. This latter fact is consistent with the existence of different policies for tourism. On the island of Menorca, the traditional way of life, land and nature have not been displaced by mass tourism, while on the Costa del Sol there is a predominant service industry that is gradually becoming less seasonal by the integration of new areas of leisure activity.

Comparison of estimates of the real population with the utilisation of healthcare resources enables us to evaluate the consistency of these findings, as the greater the population to be attended, the greater the demand for healthcare. Nevertheless, it should be taken into account that the non-resident population normally suffers fewer health problems than the permanent population. The unrecorded population that is resident in winter is usually older, being mainly European pensioners. Among hospital activities, that of the emergency departments presents the highest degree of association with MSW production, as the variability of outpatient treatment and hospital admissions is influenced by non-populational factors that are difficult to control, such as variations in healthcare personnel or changes in programmed activities. On the other hand, either of these populations (registered or unregistered) might seek other sources of care; the use of other health care facilities in primary care or the private sector might be alternative routes to care by these populations.

The correlation coefficients between the number of emergency admissions and MSW production (exceeding 0.90) indicates a strong degree of association and explains the high percentage of variability in the use of emergency healthcare facilities. It should be stressed that the correlation coefficient was identical in the two study areas. This finding is consistent with the association found between MSW production and overnight stays at winter sports resorts in France [5].

The non-resident population of the Costa del Sol is basically made up of three groups: 1) European pensioners, especially from the United Kingdom, Germany and Scandinavia, who stay in the area for several months a year; 2) tourists, both from other areas of Spain and from many foreign countries, who visit the area mainly in summer, but also during other periods, taking advantage of the mild climate; and 3) the population living in neighbouring municipalities who work in the area, mainly in the catering and construction industries. Rates of utilisation of the emergency department at the Hospital Costa del Sol are stable throughout the year, both among the recorded and the unrecorded populations.

The European pensioners make a similar use of healthcare facilities to that of the permanent local population in the same age group, although many of them are not officially registered as resident in Spain. Thus there is an added demand for healthcare and other services (municipal services, infrastructure and communications), the funding for which is provided on the basis of the officially recorded population. The relative increase in the rate of utilisation of healthcare facilities during the months of greatest tourist activity (July and August), together with the fall in the mean age of patients attended, reflect the profile of a younger non-resident population with a higher level of open-air leisure activities, associated with a different morbidity profile. No analysis of healthcare facility utilisation is given for the island of Menorca because the estimation method was influenced by the seasonal economic cycle characterising the island (i.e., the fact that a greater population decrease occurs during the winter), which resulted in negative values being obtained for certain months.

The satisfactory results of the correlation analysis between MSW and HP underline the consistency of MSW as an indirect indicator of the real population, given the reliability of the HP variable in Menorca. This is of great importance, as in the case of the island no physical access is possible except that included in evaluating the HP variable.

Conclusion

Indicators such as the generation of MSW, which are ecological and indirect, are useful for estimating the total population in areas in which there occur significant changes during the year, if other types of indicators are not available. Annual variations in MSW generation are closely linked to the utilisation of healthcare services, and particularly of emergency hospital services. Such an estimation method is of interest for the planning and dimensioning of the supply of healthcare services, and could be used in other countries in the UE, given the availability of UE MSW data within the EUROSTAT system. Future studies are required to further investigate the structural characterisation of the tourist load and of the needs for healthcare services, broken down by age and sex, among other categories.

Declarations

Acknowledgements

This study was funded by Fondo de Investigación Sanitaria (FIS) PI021084. The study forms part of the IRYSS Network investigating the operations of healthcare services, which is funded by FIS G03/202.

Authors’ Affiliations

(1)
Unidad de Apoyo a la Investigación, Evaluación y Contabilidad (Red IRYSS), Hospital Costa del Sol
(2)
l' Observatori Socioambiental de Menoría, Camí des Castell
(3)
Departamento de Geografía, Facultad de Filosofía y Letras, Universidad de Málaga
(4)
Mancomunidad Municipios de la Costa del Sol Occidental, Urb. Elviria
(5)
Delegación provincial de Salud de Málaga, C/Castelao 8
(6)
Escuela Andaluza de Salud Pública, Campus Universitario de Cartuja s/n

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Copyright

© Perea-Milla et al; licensee BioMed Central Ltd. 2007

This article is published under license to BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.

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