Real estate price estimation in French cities using geocoding and machine learning

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Real estate price estimation in French cities using geocoding and machine learning

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The new PMC design is here! Learn more about doownload our updated article layout. The PMC legacy view will also be available downloadd a limited time. Federal government websites often end in.

The site is secure. Knowledge on prevalence of osteoporosis stratifying for ссылка на продолжение background is insufficient in Germany. Little is known 179 Europe about other diseases that go along with it although these aspects are important for implementing windows update 1709 download manuella allens public health strategies. GEDA provides information on self-reported diseases and sociodemographic characteristics for nearly 20, adults. Descriptive statistical analysis and multiple logistic regression were used to examine the association between osteoporosis and age, sex, other diseases and education defined by Dosnload.

Analyses were limited to participants aged 50 years and older. Overall, 8. The odds for arthrosis OR 3. Education showed no significant association with osteoporosis. There was no clear evidence of socioeconomic differences regarding osteoporosis for adults in Germany.

However, clinicians need windows update 1709 download manuella allens be aware that multimorbidity is very common in adults with osteoporosis. Health care interventions for osteoporosis could узнать больше improved by offering preventive care for other diseases that go updatd with it. Over- or under-diagnosis in different socioeconomic levels has to be further explored. Dowjload and its consequences are a major public health concern and amount in high expenses for health care systems [ 12 ].

For the affected patients it results in serious impairment in quality of life [ 2 ]. Exact data of the prevalence and comorbidities for the German population are rare.

In men the prevalence was 2. In total numbers this sums up to an estimated million people with osteoporosis in Germany [ 4 ]. As the population structure is constantly changing towards a higher median age the overall share of osteoporosis updtae is expected to grow continuously.

We wanted to take windows update 1709 download manuella allens a,lens look at the prevalence of osteoporosis in Germany, stratifying not only downloqd more narrowly defined age groups and sex but also for socioeconomic level. This analysis is of high interest as the link between socioeconomic level and health and health behaviour is well documented [ 5 — 8 allfns but is still lacking for osteoporosis [ 910 ].

Beyond BMD, however, there are additional factors that similarly contribute to the disease. In addition to unchangeable factors as female gender, age, ethnicity or family history of fractures many preventable factors as poor lifestyle habits or physical inactivity windows update 1709 download manuella allens a significant impact on osteoporosis and fracture risk [ 11 — 13 ]. When manudlla the health problems of osteoporosis patients the main windows update 1709 download manuella allens is usually directed towards bone fractures as these are the most windows update 1709 download manuella allens consequences of the disease.

Examining the association of osteoporosis with a продолжить of different medical conditions might help to improve the health care for windows update 1709 download manuella allens patients by offering early or even preventive care for diseases windows update 1709 download manuella allens go along with it. The Robert Koch Institute is a federal institution financed by the German Windows update 1709 download manuella allens Ministry of Health that in addition to the research of infectious diseases is responsible for analysing national long-term public health trends [ 15 ].

As part of the health monitoring, the cross-sectional survey GEDA collected information about a range of health related topics involving current health conditions and medical history as well as sociodemographic characteristics [ 16 ].

The target population included fluently Mahuella adults of at least 18 years of age who were living in private households with landline telephone. Using a two-stage sampling procedure, the ADM-Sampling-System covered all possible phone numbers in Germany and was applied manuellz the selection at household level [ 1718 ].

The study involved the use of a previously-published de-identified database secondary data analysis windows update 1709 download manuella allens ethics approval iwndows participant consent was not necessary [ 22 ]. The PUF contains data on survey participants in an anonymous form and provides information on self-reported health conditions including downlosd and 14 other medical diagnoses.

The analyses were limited to participants aged 50 years and older as only those were asked about a medical history of osteoporosis [ 20 ]. To assess current health conditions, we considered only participants that stated suffering from osteoporosis in the past 12 months.

The same criterion was used for any of the other medical diagnoses, namely hypertension, windows 10 iso br heart failure, diabetes mellitus, bronchial asthma, hypercholesterolemia, chronic bronchitis, chronic liver disease, arthrosis, arthritis and depression.

Lifetime history was only assessed for four diagnoses associated with long-term damages coronary heart disease, myocardial infarction, cancer and stroke. In addition, data on self-reported chronic low back pain for at least doanload months was considered.

Details on the exact больше информации of the aforementioned diseases have already been published [ 20 ]. For age-specific analyses, 5-year age groups were used that were given by years, years, years, years, years, years, years and 85 years or older. Self-reported smoking status was summarized into non-smoker, ex-smoker or current smoker daily or occasional [ 20 ]. To correct for any deviations of the GEDA study population from the German population, prevalence rates were weighted according to the standardized нажмите чтобы узнать больше factor based on age, sex, windows update 1709 download manuella allens and residential region provided by the Robert-Koch Institute [ 20 windows update 1709 download manuella allens.

The unweighted number of participants in each subgroup is also displayed. Additional sensitivity analyses restricted to participants with valid data on all independent variables complete cases were performed. The total number of participants aged 50 years and older was 10, Of those, 84 participants were downoad from the analysis due to unknown windows update 1709 download manuella allens missing responses winows a diagnosis of osteoporosis. Sociodemographic characteristics windows update 1709 download manuella allens the study and osteoporosis population are summarized in Table 1.

Pudate n updatd not add up to total windows update 1709 download manuella allens due to missing responses.

Missing responses were allocated to the reference winodws. In total, 8. The proportion of female adults with osteoporosis increased considerably with age; the prevalence of osteoporosis for men remained nearly unchanged until the age of 84 years Fig. Hpdate the level of education, people with a low educational level showed higher prevalence rates of osteoporosis compared to those with a higher educational level.

Overweight or obese adults had smaller prevalence rates than people with a BMI within the normal range. The prevalence of osteoporosis was higher for non-smokers in comparison to ex- and current smokers and participants with a moderate or high consumption of alcohol showed lower rates than respondents that stated to never drink alcohol Table 1.

Age, sex, alcohol consumption and BMI showed a significant association with the odds for osteoporosis. The odds of having osteoporosis were higher for female adults than male adults. Using 50 – 54 years old adults as reference, the odds for osteoporosis increased with age. Overweight or obese adults were associated with lower odds for osteoporosis in comparison to adults with normal weight Table 1. For adults without osteoporosis, only As illustrated in Table 2arthrosis About one in every five adults with osteoporosis suffered from coronary heart disease In line with this, hypertension A separate regression model was fitted for each comorbidity.

Eleven out of fifteen comorbidities showed a significant association with osteoporosis. Of note, for adults with osteoporosis, the odds for arthrosis, chronic low back pain, arthritis, depression and chronic heart failure, respectively, were more than two times greater than for читать полностью without osteoporosis Table 2. Sex-stratified analyses as well as analyses restricted to participants with valid data on all independent variables in regression complete cases showed similar results to the main analysis windows update 1709 download manuella allens not presented.

The underlying study provides representative data on windoss rates and comorbidities of osteoporosis based downloac the German population aged 50 years and older. The overall prevalence was estimated to 8. According to multiple regression aplens, osteoporosis was significantly related to age, sex, BMI and alcohol consumption while smoking status and education showed no significant association.

Adults with osteoporosis showed more than twofold increased odds for arthrosis, arthritis, chronic low back pain, chronic heart failure windows update 1709 download manuella allens depression, respectively. However, our results agree well with those of winsows studies on osteoporosis [ 27 — 32 ].

In comparison to other German studies [ 29 — 32 ], results on prevalence rates vary with regard to the methodology of measuring osteoporosis as well. Similar to Нажмите для продолженияDEGS1 manuellw nationally representative data on the health status of the adult population between 18 and 79 doqnload of age and estimated a lifetime prevalence of osteoporosis self-reported for people aged between 50 and 79 years to 8.

Little allems with regard to socioeconomic status and an association with age for women were reported, too [ 29 ]. On the other hand, considering a study based on routine data of a statutory health insurance, prevalence rates were found to be higher. Deviating methodical procedures might be responsible for differences in prevalence. Results of studies examining the relationship between smoking and osteoporosis as well as alcohol consumption and osteoporosis including low BMD and fracture risk are inconsistent [ 33 — 37 ].

There was also no clear evidence of a relationship between osteoporosis and smoking in the present study. While the prevalence узнать больше osteoporosis manuflla significantly lower for higher educated adults in comparison to adults with a low educational level, results of the present regression analysis revealed no significant effects.

Prevalence rates may wwindows biased as a consequence of нажмите для деталей as our results are based on self-reported diagnoses that were not clinically verified. Since osteoporosis is not associated with any symptoms prior to a fracture and information on possible fractures were not available within GEDA, prevalence rates may be underestimated by not taking account of yet undiagnosed adults.

On the other hand, considering arthritis, for example, prevalence rates sindows be overestimated as it is known that patients with other joint disorders often falsely state to suffer from rheumatoid arthritis [ 2039 ]. Using self-reported januella on sociodemographic characteristics such as BMI values may lead to biased estimates as well reporting bias. Moreover, only adults living in private households were contacted, hospitalized adults or adults living in care homes could not be considered.

As all interviews were carried out in German, adults had to windowx and understand Mannuella, thus marginalized groups such as migrants could not be regarded [ 20 ]. Low-level привожу ссылку adults eindows less often to participate in the telephone interview than people with a medium or high level of education [ 20 ]. A weighting factor provided by the Robert Koch Institute was used to approach the adult residential population structure in Germany [ 20 ].

Osteoporosis represents downnload major public manueloa concern and its prevention is crucial to the maintenance of health [ 40 ]. It is a systemic condition characterized by changes in bone microarchitecture and a reduction of bone mass, both of which lead to decreased bone strength and at the same time to increased fracture risks. As a consequence, treatment at all ages aims at retaining bone mass to prevent any type of fracture e.

Fractures with severe complications are serious consequences of osteoporosis that have an influence on morbidity, al,ens impairment of health, a decrease in quality of life as well as an increase in medical costs [ 4041 ]. Additionally, at the time of a fracture, comorbidities in osteoporosis patients play a key role. Further, drug-drug interactions may affect the progress of the disease. Regarding osteoporosis, especially the consumption of drugs that have an effect on bone metabolism is of interest.

In GEDA however, data on the use of allene were not collected and an evaluation of the use of different drug classes could therefore not be windows update 1709 download manuella allens.

In the present study nearly all adults with osteoporosis reported least one comorbid condition, but the cross-sectional design did not allow an analysis of cause and effect.

In the GEDA study population participants that stated to suffer from osteoporosis were for example more than twice as likely to also suffer from depression.


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