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have been reported&#46; Home non-invasive ventilation &#40;NIV&#41; was developed simultaneously in Hospital Universitari de Bellvitge<a class="elsevierStyleCrossRef" href="#bib0170"><span class="elsevierStyleSup">8</span></a> and Hospital San Pedro de Alc&#225;ntara<a class="elsevierStyleCrossRef" href="#bib0175"><span class="elsevierStyleSup">9</span></a> &#40;Spain&#41; at the end of the 1980s&#46; Since then&#44; the number of centers and patients using HMV has steadily increased&#44; most notably after the introduction of &#40;bi-level&#41; pressure-cycled ventilators&#46;<a class="elsevierStyleCrossRef" href="#bib0180"><span class="elsevierStyleSup">10</span></a></p><p id="par0015" class="elsevierStylePara elsevierViewall">Despite this growing interest&#44; few studies have analyzed the prevalence of HMV&#46; As well as being indicated in patients with neuromuscular and&#47;or restrictive diseases &#40;in whom ventilatory pump failure is a common occurrence&#41;&#44; the practice of extending the indication for long-term NIV to include patients with chronic obstructive pulmonary disease &#40;COPD&#41; and obesity hypoventilation syndrome &#40;OHS&#41; is steadily gaining ground&#46; There is&#44; however&#44; no evidence to support the validity of this criterion&#46;<a class="elsevierStyleCrossRef" href="#bib0185"><span class="elsevierStyleSup">11</span></a></p><p id="par0020" class="elsevierStylePara elsevierViewall">Variability in clinical practice has been widely recognized and analyzed for more than 30 years&#46;<a class="elsevierStyleCrossRef" href="#bib0190"><span class="elsevierStyleSup">12</span></a> Decision-making is a complex issue&#44; and clinical practice is established taking into account not only scientific evidence&#44; but also local circumstances&#44; professional skills and above all&#44; patient values&#46;<a class="elsevierStyleCrossRef" href="#bib0195"><span class="elsevierStyleSup">13</span></a> The magnitude of variability must be studied in order to introduce specific actions for improvement&#44; and to guarantee equal access to effective treatment&#46; A systematic study of variability requires accurate registers to be maintained over time in order to observe trends&#46; However&#44; these are costly and require systematic updates if they are to remain useful&#46; Another option is to use the information available in the national health system&#46;</p><p id="par0025" class="elsevierStylePara elsevierViewall">The aim of this study was to analyze the prevalence of HMV and make a preliminary study of its variability&#44; taking into account both population figures and the information available in the Health Services&#46;</p></span><span id="sec0010" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0070">Methodology</span><p id="par0030" class="elsevierStylePara elsevierViewall">Variations in clinical practice are analyzed by comparing rates of hospitalization&#44; intervention or care activity carried out in the healthcare sectors included in a particular geographical area&#46; This study compared the HMV prescription rates in the different healthcare sectors of Catalonia &#40;Spain&#41;&#46; Patients were identified using the Catalan Health Service &#40;CatSalut&#41; billing database&#44; selecting cases in which HMV was invoiced to CatSalut between 2008 and 2011 &#40;inclusive&#41;&#46; Cases were assigned to each geographical area according to each patient&#39;s healthcare area of residence&#46; The denominators were calculated using population data from the CatSalut central registry of insured persons &#40;CRI&#41;&#46;</p><p id="par0035" class="elsevierStylePara elsevierViewall">The analysis included all 37 healthcare sectors where health promotion&#44; disease prevention&#44; public health and social-healthcare activities are provided and coordinated at the primary care and specialist level&#46; Assigning cases to each geographical area is a key element in analyzing variations in clinical practice&#46; Each patient&#39;s healthcare sector of residence was determined on the basis of billing data&#46;</p><p id="par0040" class="elsevierStylePara elsevierViewall">The description of the results is based on variation rates and statistics calculated using the direct standardization method&#44; while those based on expected values were obtained by indirect standardization&#46; Crude cumulative activity rates &#40;per 100<span class="elsevierStyleHsp" style=""></span>000 inhabitants&#41; for the study period were first calculated with respect to the population of each healthcare sector&#59; these are described in terms of percentiles and a dot plot in which each sector is represented by a point&#46; Following this&#44; the usual variability statistics used in the analysis of small areas were calculated&#58; the variance ratio &#40;VR&#41; for sectors in the 5th &#40;P5&#41; and 95th percentile &#40;P95&#41; &#40;ratio between activity in the P95 and P5 sectors&#44; VR<span class="elsevierStyleInf">5&#8211;95</span>&#41;&#59; the systematic component of variation &#40;SCV&#41;&#44; which uses the inter-sectorial variation &#40;which is expected to be systematic&#41;&#44; the intra-area variation &#40;expected to be random&#41;&#44; and the empirical Bayes &#40;EB&#41; method&#46; Standardized activity ratios &#40;SAR&#41; were then constructed&#44; and described using a map of healthcare sectors&#46; The SAR was obtained to compare the real activity billed for the residents in an area &#40;observed activity&#41; with the activity they would have had &#40;expected activity&#41; if the use made by each of their 5-year age and sex groups had been equal to that of the reference standard&#58; the whole population of Catalonia included in the integrated public health system of Catalonia &#40;SISCAT&#41;&#46; Finally&#44; sectors were grouped in clusters&#44; corresponding to the sectors allocated to the various service distribution companies&#46; After totaling the number of cases by sex and 5-year age group&#44; a multilevel Poisson model was constructed where the grouped patients were the analysis unit&#44; the sectors the second level&#44; and the clusters the third level&#46; Using this model&#44; we were able to study the possible effect on each sector of service distribution companies and the presence of a hospital with a Respiratory Medicine department&#46; Data analysis and processing were performed using STATA&#44; version 11&#46;2 and R&#44; version 3&#46;00&#46;0&#46;</p></span><span id="sec0015" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0075">Results</span><p id="par0045" class="elsevierStylePara elsevierViewall">A total of 240<span class="elsevierStyleHsp" style=""></span>760 patients who received some type of home respiratory therapy funded by the public system were identified between 2008 and 2011&#46; Of these&#44; 75&#46;8&#37; used continuous positive airway pressure &#40;CPAP&#41; equipment&#44; 17&#46;3&#37; various forms of oxygen supply&#44; 4&#46;2&#37; nebulized therapy&#44; 2&#46;5&#37; HMV and 0&#46;2&#37; miscellaneous treatments&#46;</p><p id="par0050" class="elsevierStylePara elsevierViewall">During the period studied&#44; 6867 patients received HMV&#44; giving a crude rate of 23 users per 100<span class="elsevierStyleHsp" style=""></span>000 population between 2008 and 2011&#46; <a class="elsevierStyleCrossRef" href="#tbl0005">Table 1</a> shows the number of men and women with HMV by age group&#44; reference population&#44; and crude rates&#46; Between 2008 and 2011&#44; there was an average of 1 patient on HMV per 4352 women and per 4361 men&#46; By age groups&#44; the crude rates increased with age to 1 user per 1194 women and 1297 men in the patient group aged over 74 years&#46; The rates of HMV increased by 39&#37; over the study period &#40;<a class="elsevierStyleCrossRef" href="#fig0005">Fig&#46; 1</a>&#41;&#46; <a class="elsevierStyleCrossRef" href="#tbl0005">Table 1</a> also shows the distribution of the standardized HMV rates by health sector&#46; In the over-40 years group&#44; the HMV rate in the 95th percentile was 5 times higher than the rate in the 5th percentile in women&#44; and 14 times higher in men&#46; By age groups&#44; this inter-sectorial variation increased by between 6 and 40 times in both sexes&#46;</p><elsevierMultimedia ident="tbl0005"></elsevierMultimedia><elsevierMultimedia ident="fig0005"></elsevierMultimedia><p id="par0055" class="elsevierStylePara elsevierViewall"><a class="elsevierStyleCrossRef" href="#fig0010">Fig&#46; 2</a> shows the age-standardized HMV rates within each age group&#44; for each of the sectors&#44; and according to age group&#46; They are shown on logarithmic scale and centered at zero to facilitate interpretation and comparison&#46; The elongated representation of the rates for the sectors around 0 shows a pattern of high variation&#46; <a class="elsevierStyleCrossRef" href="#fig0015">Fig&#46; 3</a> shows the standardized HMV rates on a map&#46; The darker the color of the sector&#44; the higher the standardized HMV rate&#46;</p><elsevierMultimedia ident="fig0010"></elsevierMultimedia><elsevierMultimedia ident="fig0015"></elsevierMultimedia><p id="par0060" class="elsevierStylePara elsevierViewall"><a class="elsevierStyleCrossRef" href="#tbl0010">Table 2</a> shows the distribution of the standardized HMV rate ratios and indirectly standardized rates by age groups and sex&#46; In sectors with a standardized ratio in the 95th percentile&#44; a 76&#37; higher standardized HMV rate can be observed in men with respect to the standardized rate of the sectors as a whole&#59; in women it is 51&#37; higher&#46; Meanwhile&#44; both the systematic coefficient of variation &#40;SCV&#41; and the empirical Bayes &#40;EB&#41; methods&#44; which measure variation not due to chance&#44; show high variation in women &#40;SCV&#61;0&#46;20 and EB&#61;0&#46;30&#41; and men &#40;SCV&#61;0&#46;21 and EB&#61;0&#46;40&#41; for HMV&#46; The trend in statistics measuring variations not due to chance shows a consistently high year-on-year variation&#44; taking values of between EB&#61;0&#46;25 and EB&#61;0&#46;39 in the same period&#46;</p><elsevierMultimedia ident="tbl0010"></elsevierMultimedia><p id="par0065" class="elsevierStylePara elsevierViewall"><a class="elsevierStyleCrossRef" href="#fig0020">Fig&#46; 4</a> shows a funnel chart where each point represents a sector&#59; the blue line at 1 represents the average rate of all the sectors&#59; and the dotted blue lines on either side of 1 represent the 99&#46;9&#37; confidence interval of this average&#46; The orange dots are sectors with no statistically significant differences with respect to the average of all sectors&#44; the green dots are sectors with lower standardized rates with respect to the average&#44; and the red dots are those with higher standardized rates with respect to the average&#46; Some sectors can be observed above and below the area defined by the confidence interval&#44; corresponding to overuse or underuse of HMV with respect to the average of all the sectors&#44; respectively&#46;</p><elsevierMultimedia ident="fig0020"></elsevierMultimedia><p id="par0070" class="elsevierStylePara elsevierViewall">The high variation identified between sectors could be explained by different factors related with supply and demand for the service&#46; In a multilevel Poisson model&#44; both sectors &#40;variance sectors 0&#46;38&#41; and clusters &#40;variance clusters 0&#46;15&#41; explained some of the variability&#46; These data suggest that&#44; disregarding the effect of sex and age&#44; intra-sectorial and intra-cluster variability was less than inter-sectorial and inter-cluster variability&#44; respectively&#46; Moreover&#44; in this same model&#44; the presence of a hospital with a Respiratory Medicine department was associated with a higher number of cases &#40;beta&#61;0&#46;68&#59; <span class="elsevierStyleItalic">P</span>&#60;&#46;0001&#41;&#46;</p></span><span id="sec0020" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0080">Discussion</span><p id="par0075" class="elsevierStylePara elsevierViewall">The aim of this study was to analyze variability in the prescription of HMV based on administrative data available in public service financial records&#46; Variability in clinical practice&#44; in terms of both diagnosis and treatment&#44; occurs in all care settings&#46; Newhouse and Garber<a class="elsevierStyleCrossRef" href="#bib0200"><span class="elsevierStyleSup">14</span></a> drew attention to the variability in post-hospital discharge healthcare services &#40;long-term care hospitals&#44; skilled nursing facilities or home health services&#41;&#46; Studies showing variability in the prescription of HMV in Europe have been published for over 20 years&#46;<a class="elsevierStyleCrossRef" href="#bib0205"><span class="elsevierStyleSup">15</span></a> The Eurovent Survey found that HMV variability occurred both in the number of prescriptions and the profile of patients for whom this treatment was prescribed&#44; neither of which was related with the characteristics of the healthcare system or the economic situation in each country&#46;<a class="elsevierStyleCrossRef" href="#bib0210"><span class="elsevierStyleSup">16</span></a> The national Swedish HMV register also highlighted variability in prescription within the country itself&#44; despite a similar level of healthcare coverage&#46;<a class="elsevierStyleCrossRef" href="#bib0215"><span class="elsevierStyleSup">17</span></a></p><p id="par0080" class="elsevierStylePara elsevierViewall">The number and profile of patients could be related to the number of prescribing centers and their characteristics &#40;presence of a respiratory medicine specialist&#41;&#46; Although HMV is not technically complex&#44; decision-making and resolving complications require the types of skills that justify concentrating prescription in only a few centers&#46; In Denmark&#44; there are only 2 centers that prescribe HMV&#59; in this country prevalence is low&#44; and the therapy is usually indicated in younger patients with neuromuscular diseases&#46;<a class="elsevierStyleCrossRef" href="#bib0220"><span class="elsevierStyleSup">18</span></a></p><p id="par0085" class="elsevierStylePara elsevierViewall">Another factor that may explain the variability is the absence of objective evidence-based criteria for starting HMV&#44; especially in obese or COPD patients&#46; The findings of a recent study on the variability of HMV in Australia and New Zealand suggest that&#44; in addition to variability in prevalence&#44; HMV is more likely to be started in obese patients in New Zealand than in Australia&#46;<a class="elsevierStyleCrossRef" href="#bib0225"><span class="elsevierStyleSup">19</span></a> On the other hand&#44; the wide variety of diagnoses or patients potentially in need of HMV could also explain the variations observed&#46; In the final analysis&#44; therefore&#44; the attitude of physicians to ventilation might well be one of the most important factors behind variability&#44; although this is hard to demonstrate&#46;<a class="elsevierStyleCrossRef" href="#bib0230"><span class="elsevierStyleSup">20</span></a></p><p id="par0090" class="elsevierStylePara elsevierViewall">In England&#44;<a class="elsevierStyleCrossRef" href="#bib0235"><span class="elsevierStyleSup">21</span></a> evidence of variability and difficulty of access to treatment led to calls for the creation of a register&#44; and for indications to be standardized by means of&#44; for example&#44; clinical practice guidelines&#46; However&#44; although registers can be very useful for analyzing long-term trends&#44; they are often of little use in promptly identifying specific problems if they are not regularly updated and the patient&#39;s overall stability is not accurately reported&#46; In addition&#44; in some neuromuscular diseases such as amyotrophic lateral sclerosis&#44; lung function data have prognostic value but very little predictive value&#46;</p><p id="par0095" class="elsevierStylePara elsevierViewall">The greatest limitation of this study is the lack of access to diagnoses&#46; The use of administrative data&#44; for reasons of data confidentiality&#44; only allows access to the type of treatment subsidized by the public health system&#44; the patient&#39;s age and town of residence&#46; Register-based analysis would improve data mining&#44; but a register is not easy to construct&#44; and is expensive and difficult to maintain&#46; Moreover&#44; obtaining information from the prescribing center &#40;which would give more detailed information on diagnosis and the technical characteristics of the treatment&#41; might not necessarily give an idea of the population impact &#40;a center may prescribe ventilation to patients from various geographical sectors&#41;&#46; In Catalonia&#44; the population insured by CatSalut &#40;with different levels of coverage&#41; represents practically the entire population&#46; Patients with double medical coverage &#40;public and private&#41; seen in private centers are currently not included in public information systems&#46; Therefore&#44; in terms of rates&#44; the numerator &#40;number of cases&#41; may be higher&#44; but the denominator &#40;population at risk&#41; would remain the same&#44; which could suggest a slight underestimation&#46;</p><p id="par0100" class="elsevierStylePara elsevierViewall">Nevertheless&#44; simple but easily accessible information&#44; such as that discussed here&#44; allows treatment to be followed-up practically online&#44; without the need for a specific register&#46;</p><p id="par0105" class="elsevierStylePara elsevierViewall">Thus&#44; despite the aforementioned limitations&#44; the data analyzed reveal some key points&#46; First&#44; there is large variability in the prescription of HMV that cannot be explained by administrative or economic difficulties in accessing services&#46; Despite the existence of few prescribing centers&#44; and the fact that these are in contact with each other and often exchange experiences&#44; large variability persists&#46; There are no data to suggest that this variability is due to recent changes in criteria for prescribing ventilation&#44; such as indication in COPD or OHS patients&#46; In the study by Farr&#233; et al&#46;&#44;<a class="elsevierStyleCrossRef" href="#bib0240"><span class="elsevierStyleSup">22</span></a> which reported findings from the 4 hospitals that attended most patients with HMV in the Barcelona metropolitan area&#44; large variations between prescribing centers had already been observed almost 10 years ago&#46;</p><p id="par0110" class="elsevierStylePara elsevierViewall">The number of specialists available in a particular area could cause variability in prescription&#44; and this has been observed in other respiratory therapies&#44; such as home oxygen therapy&#46;<a class="elsevierStyleCrossRef" href="#bib0245"><span class="elsevierStyleSup">23</span></a> However&#44; this phenomenon does not explain the variations within the Barcelona metropolitan area&#44; where access is easy and a large number of specialists available&#46; Besides&#44; context should always be taken into account when performing data analysis&#46; Hospitals did not begin to prescribe HMV simultaneously&#46; Prior to 1990&#44; only 1 center in Catalonia systematically prescribed HMV&#44;<a class="elsevierStyleCrossRef" href="#bib0250"><span class="elsevierStyleSup">24</span></a> and until 1995&#44; it was prescribed routinely in only 5&#8211;6 hospitals&#46;</p><p id="par0115" class="elsevierStylePara elsevierViewall">The large variability in criteria for prescribing HMV in older patients is notable&#46; This contrasts with studies that show the benefits of HMV in patients aged over 75 years&#46; Farrero et al&#46;<a class="elsevierStyleCrossRef" href="#bib0255"><span class="elsevierStyleSup">25</span></a> showed that ventilation in patients aged over 75 years improved gas exchange and that&#44; after the initial adaptation phase&#44; median survival was 6 years&#46;</p><p id="par0120" class="elsevierStylePara elsevierViewall">Finally&#44; supply companies can influence the variability of HMV prescription&#46; Given the characteristics of the funding system&#44; with very stringent limits on increases in prescriptions&#44; it is unlikely that these companies have a direct effect on such prescriptions&#46; However&#44; the range of services or type of apparatus offered could have a bearing on prescription numbers&#46; Either way&#44; technical service should always be included as a variable in the analysis of variability in HMV prescription&#46;</p><p id="par0125" class="elsevierStylePara elsevierViewall">Sunwoo et al&#46;<a class="elsevierStyleCrossRef" href="#bib0260"><span class="elsevierStyleSup">26</span></a> highlighted the complexity of evaluating HMV-related technology&#44; both due to the increase in the number of users and the difficulties involved in standardizing the services they receive&#46; The type of analysis proposed&#44; based on available data &#40;essentially billing-related&#41; may be a good complement to clinical experience and cross-sectional studies that give an overall view of the problem&#44; and reveal variations in a relatively simple&#44; inexpensive way&#46;</p></span><span id="sec0030" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0085">Conflict of Interests</span><p id="par0135" class="elsevierStylePara elsevierViewall">The authors declare that they have no conflict of interests&#46;</p></span></span>"
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        "resumen" => "<span id="abst0005" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0010">Introduction</span><p id="spar0005" class="elsevierStyleSimplePara elsevierViewall">Few studies have analyzed the prevalence and accessibility of home mechanical ventilation &#40;HMV&#41;&#46; The aim of this study was to characterize the prevalence of HMV and variability in prescriptions from administrative data&#46;</p></span> <span id="abst0010" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0015">Methods</span><p id="spar0010" class="elsevierStyleSimplePara elsevierViewall">Prescribing rates of HMV in the 37 healthcare sectors of the Catalan Health Service were compared from billing data from 2008 to 2011&#46; Crude accumulated activity rates &#40;per 100<span class="elsevierStyleHsp" style=""></span>000 population&#41; were calculated using systematic component of variation &#40;SCV&#41; and empirical Bayes &#40;EB&#41; methods&#46; Standardized activity ratios &#40;SAR&#41; were described using a map of healthcare sectors&#46;</p></span> <span id="abst0015" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0020">Results</span><p id="spar0015" class="elsevierStyleSimplePara elsevierViewall">A crude rate of 23 HMV prescriptions per 100<span class="elsevierStyleHsp" style=""></span>000 population was observed&#46; Rates increase with age and have increased by 39&#37;&#46; Statistics measuring variation not due to chance show a high variation in women &#40;SCV&#61;0&#46;20 and EB&#61;0&#46;30&#41; and in men &#40;SCV&#61;0&#46;21 and EB&#61;0&#46;40&#41;&#44; and were constant over time&#46; In a multilevel Poisson model&#44; hospitals with a respiratory medicine unit were associated with a greater number of cases &#40;beta&#61;0&#46;68&#44; <span class="elsevierStyleItalic">P</span>&#60;&#46;0001&#41;&#46;</p></span> <span id="abst0020" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0025">Conclusions</span><p id="spar0020" class="elsevierStyleSimplePara elsevierViewall">High variability in prescribing HMV can be explained&#44; in part&#44; by the attitude of professionals toward treatment and accessibility to specialist centers with a respiratory medicine unit&#46; Analysis of administrative data and variability mapping help identify unexplained variations and&#44; in the absence of systematic records&#44; are a feasible way of tracking treatment&#46;</p></span>"
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        "resumen" => "<span id="abst0025" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0035">Introducci&#243;n</span><p id="spar0025" class="elsevierStyleSimplePara elsevierViewall">Hay pocos estudios que hayan analizado la prevalencia y la accesibilidad a la ventilaci&#243;n mec&#225;nica a domicilio &#40;VMD&#41;&#46; El objetivo del presente estudio es describir la prevalencia de la VMD y estudiar la variabilidad a partir de datos administrativos&#46;</p></span> <span id="abst0030" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0040">M&#233;todos</span><p id="spar0030" class="elsevierStyleSimplePara elsevierViewall">Se compararon las tasas de VMD en las 37 &#225;reas de salud a partir de los datos de facturaci&#243;n del Servicio Catal&#225;n de la Salud&#44; durante el per&#237;odo 2008&#8211;2011&#46; Se calcularon las tasas brutas de actividad acumulada &#40;por 100&#46;000 habitantes&#41; utilizando el componente sistem&#225;tico de variaci&#243;n &#40;CSV&#41; y emp&#237;rico Bayes &#40;EB&#41;&#46; Las razones de actividad estandarizada &#40;REA&#41; se describieron mediante un mapa de sectores de salud&#46;</p></span> <span id="abst0035" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0045">Resultados</span><p id="spar0035" class="elsevierStyleSimplePara elsevierViewall">La tasa bruta VMD fue de 23 usuarios&#47;100&#46;000 habitantes&#46; Las tasas aumentan con la edad y han crecido un 39&#37;&#46; Los estad&#237;sticos que miden la variaci&#243;n no debida al azar muestran una variaci&#243;n elevada en mujeres &#40;CSV<span class="elsevierStyleHsp" style=""></span>&#61;<span class="elsevierStyleHsp" style=""></span>0&#44;20 y EB<span class="elsevierStyleHsp" style=""></span>&#61;<span class="elsevierStyleHsp" style=""></span>0&#44;30&#41; y en hombres &#40;CSV<span class="elsevierStyleHsp" style=""></span>&#61;<span class="elsevierStyleHsp" style=""></span>0&#44;21 y EB<span class="elsevierStyleHsp" style=""></span>&#61;<span class="elsevierStyleHsp" style=""></span>0&#44;40&#41;&#44; y constante a lo largo del tiempo&#46; En un modelo de Poisson multinivel la existencia de un hospital con servicio de neumolog&#237;a se asoci&#243; con un mayor n&#250;mero de casos &#40;beta<span class="elsevierStyleHsp" style=""></span>&#61;<span class="elsevierStyleHsp" style=""></span>0&#44;68&#59; p<span class="elsevierStyleHsp" style=""></span>&#60;<span class="elsevierStyleHsp" style=""></span>0&#44;0001&#41;&#46;</p></span> <span id="abst0040" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0050">Conclusiones</span><p id="spar0040" class="elsevierStyleSimplePara elsevierViewall">La variabilidad elevada de la VMD puede explicarse&#44; en parte&#44; por la actitud de los profesionales hacia el tratamiento y la accesibilidad a centros que disponen de especialista de neumolog&#237;a&#46; El an&#225;lisis de los datos administrativos y la confecci&#243;n de mapas de variabilidad permiten identificar variaciones no explicadas y&#44; en ausencia de registros sistem&#225;ticos&#44; es una manera factible de realizar el seguimiento de un tratamiento&#46;</p></span>"
        "secciones" => array:4 [
          0 => array:2 [
            "identificador" => "abst0025"
            "titulo" => "Introducci&#243;n"
          ]
          1 => array:2 [
            "identificador" => "abst0030"
            "titulo" => "M&#233;todos"
          ]
          2 => array:2 [
            "identificador" => "abst0035"
            "titulo" => "Resultados"
          ]
          3 => array:2 [
            "identificador" => "abst0040"
            "titulo" => "Conclusiones"
          ]
        ]
      ]
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    "NotaPie" => array:2 [
      0 => array:3 [
        "etiqueta" => "&#9674;"
        "nota" => "<p class="elsevierStyleNotepara" id="npar0010">Team members are listed in <a class="elsevierStyleCrossRefs" href="#sec0035">Appendices A and B</a>&#46;</p>"
        "identificador" => "fn1"
      ]
      1 => array:2 [
        "etiqueta" => "&#9734;"
        "nota" => "<p class="elsevierStyleNotepara" id="npar0005">Please cite this article as&#58; Escarrabill J&#44; Teb&#233; C&#44; Espallargues M&#44; Torrente E&#44; Tresserras R&#44; Argim&#243;n J&#44; et al&#46; Variabilidad en la prescripci&#243;n de la ventilaci&#243;n mec&#225;nica a domicilio&#46; Arch Bronconeumol&#46; 2015&#59;51&#58;490&#8211;495&#46;</p>"
      ]
    ]
    "apendice" => array:1 [
      0 => array:1 [
        "seccion" => array:2 [
          0 => array:4 [
            "apendice" => "<p id="par0140" class="elsevierStylePara elsevierViewall"><ul class="elsevierStyleList" id="lis0005"><li class="elsevierStyleListItem" id="lsti0005"><span class="elsevierStyleLabel">-</span><p id="par0145" class="elsevierStylePara elsevierViewall">Escarrabill J&#46; Hospital Cl&#237;nic&#46; Barcelona&#46;</p></li><li class="elsevierStyleListItem" id="lsti0010"><span class="elsevierStyleLabel">-</span><p id="par0150" class="elsevierStylePara elsevierViewall">Hern&#225;ndez C&#46; Unidad de Atenci&#243;n Integrada&#46; Divisi&#243;n M&#233;dica y de Enfermer&#237;a&#46; Hospital Cl&#237;nic&#46; Barcelona</p></li><li class="elsevierStyleListItem" id="lsti0015"><span class="elsevierStyleLabel">-</span><p id="par0155" class="elsevierStylePara elsevierViewall">Llauger M&#46;A&#46; EAP Encants&#46; Institut Catal&#224; de la Salut&#46; Barcelona&#46;</p></li><li class="elsevierStyleListItem" id="lsti0020"><span class="elsevierStyleLabel">-</span><p id="par0160" class="elsevierStylePara elsevierViewall">Roger N&#46; Consorci Hospitalari de Vic&#46; Vic &#40;Barcelona&#41;&#46;</p></li><li class="elsevierStyleListItem" id="lsti0025"><span class="elsevierStyleLabel">-</span><p id="par0165" class="elsevierStylePara elsevierViewall">Rosas A&#46; Departamento de Salud &#40;Generalitat de Catalunya&#41;&#46;</p></li><li class="elsevierStyleListItem" id="lsti0030"><span class="elsevierStyleLabel">-</span><p id="par0170" class="elsevierStylePara elsevierViewall">Salt&#243; E&#46; Ag&#232;ncia de Salut P&#250;blica&#46; Departamento de Salud &#40;Generalitat de Catalunya&#41;&#46;</p></li><li class="elsevierStyleListItem" id="lsti0035"><span class="elsevierStyleLabel">-</span><p id="par0175" class="elsevierStylePara elsevierViewall">Jim&#233;nez J&#46; Servei Catal&#224; de la Salut &#40;CatSalut&#41;&#46;</p></li><li class="elsevierStyleListItem" id="lsti0040"><span class="elsevierStyleLabel">-</span><p id="par0180" class="elsevierStylePara elsevierViewall">Torrente E&#46; Ag&#232;ncia de Qualitat i Avaluaci&#243; Sanit&#224;ries de Catalunya &#40;AQuAS&#41;&#46;</p></li><li class="elsevierStyleListItem" id="lsti0045"><span class="elsevierStyleLabel">-</span><p id="par0185" class="elsevierStylePara elsevierViewall">Tresserras R&#46; Departamento de Salud &#40;Generalitat de Catalunya&#41;&#46;</p></li></ul></p>"
            "etiqueta" => "Appendix A"
            "titulo" => "Master Plan for Respiratory Diseases &#40;PDMAR&#41; management team"
            "identificador" => "sec0035"
          ]
          1 => array:4 [
            "apendice" => "<p id="par0190" class="elsevierStylePara elsevierViewall"><ul class="elsevierStyleList" id="lis0010"><li class="elsevierStyleListItem" id="lsti0050"><span class="elsevierStyleLabel">-</span><p id="par0195" class="elsevierStylePara elsevierViewall">Escarrabill J&#46; Hospital Cl&#237;nic&#46; Barcelona&#46;</p></li><li class="elsevierStyleListItem" id="lsti0055"><span class="elsevierStyleLabel">-</span><p id="par0200" class="elsevierStylePara elsevierViewall">Fust&#233; J&#46; Departamento de Salud &#40;Generalitat de Catalunya&#41;&#46;</p></li><li class="elsevierStyleListItem" id="lsti0060"><span class="elsevierStyleLabel">-</span><p id="par0205" class="elsevierStylePara elsevierViewall">Gar&#237;a-Alt&#233;s A&#46; Ag&#232;ncia de Qualitat i Avaluaci&#243; Sanit&#224;ries de Catalunya &#40;AQuAS&#41;&#46; Departamento de Salud &#40;Generalitat de Catalunya&#41;&#46;</p></li><li class="elsevierStyleListItem" id="lsti0065"><span class="elsevierStyleLabel">-</span><p id="par0210" class="elsevierStylePara elsevierViewall">Jim&#233;nez J&#46; Servei Catal&#224; de la Salut &#40;CatSalut&#41;&#46;</p></li><li class="elsevierStyleListItem" id="lsti0070"><span class="elsevierStyleLabel">-</span><p id="par0215" class="elsevierStylePara elsevierViewall">Roger N&#46; Consorci Hospitalari de Vic&#46; Vic &#40;Barcelona&#41;&#46;</p></li><li class="elsevierStyleListItem" id="lsti0075"><span class="elsevierStyleLabel">-</span><p id="par0220" class="elsevierStylePara elsevierViewall">Sabater RT&#46; Servei Catal&#224; de la Salut &#40;CatSalut&#41;&#46;</p></li><li class="elsevierStyleListItem" id="lsti0080"><span class="elsevierStyleLabel">-</span><p id="par0225" class="elsevierStylePara elsevierViewall">Sabat&#233; M&#46; Fundaci&#243; d&#8217;Osona per a la Recerca i Educaci&#243; Sanit&#224;ria &#40;FORES&#41;&#46;</p></li><li class="elsevierStyleListItem" id="lsti0085"><span class="elsevierStyleLabel">-</span><p id="par0230" class="elsevierStylePara elsevierViewall">Tresserras R&#46; Departamento de Salud &#40;Generalitat de Catalunya&#41;&#46;</p></li></ul></p>"
            "etiqueta" => "Appendix B"
            "titulo" => "Respiratory Therapy Observatory &#40;Obs TRD&#41;"
            "identificador" => "sec0040"
          ]
        ]
      ]
    ]
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          "leyenda" => "<p id="spar0070" class="elsevierStyleSimplePara elsevierViewall">VR<span class="elsevierStyleInf">5&#8211;95</span>&#58; ratio between the 95th and the 5th percentile of the standardized rate&#46;</p><p id="spar0075" class="elsevierStyleSimplePara elsevierViewall">Crude rate&#215;100<span class="elsevierStyleHsp" style=""></span>000&#58; crude cumulative incidence between 2008 and 2011&#46;</p>"
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                  \t\t\t\t" class=""><thead title="thead"><tr title="table-row"><th class="td" title="table-head  " align="left" valign="top" scope="col">Statistic&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</th><th class="td" title="table-head  " colspan="4" align="center" valign="top" scope="col" style="border-bottom: 2px solid black">Women</th><th class="td" title="table-head  " colspan="4" align="center" valign="top" scope="col" style="border-bottom: 2px solid black">Men</th></tr><tr title="table-row"><th class="td" title="table-head  " align="" valign="top" scope="col" style="border-bottom: 2px solid black">&nbsp;\t\t\t\t\t\t\n
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                  \t\t\t\t</th><th class="td" title="table-head  " align="left" valign="top" scope="col" style="border-bottom: 2px solid black">65&#8211;74&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</th><th class="td" title="table-head  " align="left" valign="top" scope="col" style="border-bottom: 2px solid black">&#62;74&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</th></tr></thead><tbody title="tbody"><tr title="table-row"><td class="td" title="table-entry  " align="left" valign="top"><span class="elsevierStyleItalic">n</span>&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">272&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">1016&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">972&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">1200&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">504&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">1270&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">925&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">708&nbsp;\t\t\t\t\t\t\n
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                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">76&#46;84&nbsp;\t\t\t\t\t\t\n
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                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">6&#46;43&nbsp;\t\t\t\t\t\t\n
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                  \t\t\t\t" class=""><thead title="thead"><tr title="table-row"><th class="td" title="table-head  " align="left" valign="top" scope="col">Statistic&nbsp;\t\t\t\t\t\t\n
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          "en" => "<p id="spar0080" class="elsevierStyleSimplePara elsevierViewall">Standardized Home Mechanical Ventilation Rate Ratios and Indirectly Standardized Rates &#40;2008&#8211;2011&#41;&#46; SISCAT&#46;</p>"
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Original Article
Variability in Home Mechanical Ventilation Prescription
Variabilidad en la prescripción de la ventilación mecánica a domicilio
Joan Escarrabilla,c,d,e,
Corresponding author
ESCARRABILL@clinic.ub.es

Corresponding author.
, Cristian Tebéb,e, Mireia Espallarguesb,e,g, Elena Torrentec,f, Ricard Tresserrasc,f, Josep Ma. Argimónb, on behalf of equipo del Plan Director de las Enfermedades del Aparato Respiratorio (PDMAR) y del Observatorio de Terapias Respiratorias (Obs TRD)
a Hospital Clínic, Barcelona, Spain
b Agència de Qualitat i Avaluació Sanitàries de Catalunya (AQuAS), Barcelona, Spain
c Plan Director de las Enfermedades del Aparato Respiratorio (PDMAR), Barcelona, Spain
d Observatorio de las Terapias Respiratorias (Obs TRD), Departamento de Salud, CatSalut, AQuAS, PDMAR y Fundació d’Osona per a la Recerca i Educació Sanitària (FORES), Vic, Barcelona, Spain
e REDISSEC (Red de Investigación en Servicios de Salud en Enfermedades Crónicas), Barcelona, Spain
f Departamento de Salud (Generalitat de Catalunya), Barcelona, Spain
g CIBER de Epidemiología y Salud Pública (CIBERESP), Barcelona, Spain
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have been reported&#46; Home non-invasive ventilation &#40;NIV&#41; was developed simultaneously in Hospital Universitari de Bellvitge<a class="elsevierStyleCrossRef" href="#bib0170"><span class="elsevierStyleSup">8</span></a> and Hospital San Pedro de Alc&#225;ntara<a class="elsevierStyleCrossRef" href="#bib0175"><span class="elsevierStyleSup">9</span></a> &#40;Spain&#41; at the end of the 1980s&#46; Since then&#44; the number of centers and patients using HMV has steadily increased&#44; most notably after the introduction of &#40;bi-level&#41; pressure-cycled ventilators&#46;<a class="elsevierStyleCrossRef" href="#bib0180"><span class="elsevierStyleSup">10</span></a></p><p id="par0015" class="elsevierStylePara elsevierViewall">Despite this growing interest&#44; few studies have analyzed the prevalence of HMV&#46; As well as being indicated in patients with neuromuscular and&#47;or restrictive diseases &#40;in whom ventilatory pump failure is a common occurrence&#41;&#44; the practice of extending the indication for long-term NIV to include patients with chronic obstructive pulmonary disease &#40;COPD&#41; and obesity hypoventilation syndrome &#40;OHS&#41; is steadily gaining ground&#46; There is&#44; however&#44; no evidence to support the validity of this criterion&#46;<a class="elsevierStyleCrossRef" href="#bib0185"><span class="elsevierStyleSup">11</span></a></p><p id="par0020" class="elsevierStylePara elsevierViewall">Variability in clinical practice has been widely recognized and analyzed for more than 30 years&#46;<a class="elsevierStyleCrossRef" href="#bib0190"><span class="elsevierStyleSup">12</span></a> Decision-making is a complex issue&#44; and clinical practice is established taking into account not only scientific evidence&#44; but also local circumstances&#44; professional skills and above all&#44; patient values&#46;<a class="elsevierStyleCrossRef" href="#bib0195"><span class="elsevierStyleSup">13</span></a> The magnitude of variability must be studied in order to introduce specific actions for improvement&#44; and to guarantee equal access to effective treatment&#46; A systematic study of variability requires accurate registers to be maintained over time in order to observe trends&#46; However&#44; these are costly and require systematic updates if they are to remain useful&#46; Another option is to use the information available in the national health system&#46;</p><p id="par0025" class="elsevierStylePara elsevierViewall">The aim of this study was to analyze the prevalence of HMV and make a preliminary study of its variability&#44; taking into account both population figures and the information available in the Health Services&#46;</p></span><span id="sec0010" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0070">Methodology</span><p id="par0030" class="elsevierStylePara elsevierViewall">Variations in clinical practice are analyzed by comparing rates of hospitalization&#44; intervention or care activity carried out in the healthcare sectors included in a particular geographical area&#46; This study compared the HMV prescription rates in the different healthcare sectors of Catalonia &#40;Spain&#41;&#46; Patients were identified using the Catalan Health Service &#40;CatSalut&#41; billing database&#44; selecting cases in which HMV was invoiced to CatSalut between 2008 and 2011 &#40;inclusive&#41;&#46; Cases were assigned to each geographical area according to each patient&#39;s healthcare area of residence&#46; The denominators were calculated using population data from the CatSalut central registry of insured persons &#40;CRI&#41;&#46;</p><p id="par0035" class="elsevierStylePara elsevierViewall">The analysis included all 37 healthcare sectors where health promotion&#44; disease prevention&#44; public health and social-healthcare activities are provided and coordinated at the primary care and specialist level&#46; Assigning cases to each geographical area is a key element in analyzing variations in clinical practice&#46; Each patient&#39;s healthcare sector of residence was determined on the basis of billing data&#46;</p><p id="par0040" class="elsevierStylePara elsevierViewall">The description of the results is based on variation rates and statistics calculated using the direct standardization method&#44; 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Standardized activity ratios &#40;SAR&#41; were then constructed&#44; and described using a map of healthcare sectors&#46; The SAR was obtained to compare the real activity billed for the residents in an area &#40;observed activity&#41; with the activity they would have had &#40;expected activity&#41; if the use made by each of their 5-year age and sex groups had been equal to that of the reference standard&#58; the whole population of Catalonia included in the integrated public health system of Catalonia &#40;SISCAT&#41;&#46; Finally&#44; sectors were grouped in clusters&#44; corresponding to the sectors allocated to the various service distribution companies&#46; After totaling the number of cases by sex and 5-year age group&#44; a multilevel Poisson model was constructed where the grouped patients were the analysis unit&#44; the sectors the second level&#44; and the clusters the third level&#46; Using this model&#44; we were able to study the possible effect on each sector of service distribution companies and the presence of a hospital with a Respiratory Medicine department&#46; Data analysis and processing were performed using STATA&#44; version 11&#46;2 and R&#44; version 3&#46;00&#46;0&#46;</p></span><span id="sec0015" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0075">Results</span><p id="par0045" class="elsevierStylePara elsevierViewall">A total of 240<span class="elsevierStyleHsp" style=""></span>760 patients who received some type of home respiratory therapy funded by the public system were identified between 2008 and 2011&#46; Of these&#44; 75&#46;8&#37; used continuous positive airway pressure &#40;CPAP&#41; equipment&#44; 17&#46;3&#37; various forms of oxygen supply&#44; 4&#46;2&#37; nebulized therapy&#44; 2&#46;5&#37; HMV and 0&#46;2&#37; miscellaneous treatments&#46;</p><p id="par0050" class="elsevierStylePara elsevierViewall">During the period studied&#44; 6867 patients received HMV&#44; giving a crude rate of 23 users per 100<span class="elsevierStyleHsp" style=""></span>000 population between 2008 and 2011&#46; <a class="elsevierStyleCrossRef" href="#tbl0005">Table 1</a> shows the number of men and women with HMV by age group&#44; reference population&#44; and crude rates&#46; Between 2008 and 2011&#44; there was an average of 1 patient on HMV per 4352 women and per 4361 men&#46; By age groups&#44; the crude rates increased with age to 1 user per 1194 women and 1297 men in the patient group aged over 74 years&#46; The rates of HMV increased by 39&#37; over the study period &#40;<a class="elsevierStyleCrossRef" href="#fig0005">Fig&#46; 1</a>&#41;&#46; <a class="elsevierStyleCrossRef" href="#tbl0005">Table 1</a> also shows the distribution of the standardized HMV rates by health sector&#46; In the over-40 years group&#44; the HMV rate in the 95th percentile was 5 times higher than the rate in the 5th percentile in women&#44; and 14 times higher in men&#46; By age groups&#44; this inter-sectorial variation increased by between 6 and 40 times in both sexes&#46;</p><elsevierMultimedia ident="tbl0005"></elsevierMultimedia><elsevierMultimedia ident="fig0005"></elsevierMultimedia><p id="par0055" class="elsevierStylePara elsevierViewall"><a class="elsevierStyleCrossRef" href="#fig0010">Fig&#46; 2</a> shows the age-standardized HMV rates within each age group&#44; for each of the sectors&#44; and according to age group&#46; They are shown on logarithmic scale and centered at zero to facilitate interpretation and comparison&#46; The elongated representation of the rates for the sectors around 0 shows a pattern of high variation&#46; <a class="elsevierStyleCrossRef" href="#fig0015">Fig&#46; 3</a> shows the standardized HMV rates on a map&#46; The darker the color of the sector&#44; the higher the standardized HMV rate&#46;</p><elsevierMultimedia ident="fig0010"></elsevierMultimedia><elsevierMultimedia ident="fig0015"></elsevierMultimedia><p id="par0060" class="elsevierStylePara elsevierViewall"><a class="elsevierStyleCrossRef" href="#tbl0010">Table 2</a> shows the distribution of the standardized HMV rate ratios and indirectly standardized rates by age groups and sex&#46; In sectors with a standardized ratio in the 95th percentile&#44; a 76&#37; higher standardized HMV rate can be observed in men with respect to the standardized rate of the sectors as a whole&#59; in women it is 51&#37; higher&#46; Meanwhile&#44; both the systematic coefficient of variation &#40;SCV&#41; and the empirical Bayes &#40;EB&#41; methods&#44; which measure variation not due to chance&#44; show high variation in women &#40;SCV&#61;0&#46;20 and EB&#61;0&#46;30&#41; and men &#40;SCV&#61;0&#46;21 and EB&#61;0&#46;40&#41; for HMV&#46; The trend in statistics measuring variations not due to chance shows a consistently high year-on-year variation&#44; taking values of between EB&#61;0&#46;25 and EB&#61;0&#46;39 in the same period&#46;</p><elsevierMultimedia ident="tbl0010"></elsevierMultimedia><p id="par0065" class="elsevierStylePara elsevierViewall"><a class="elsevierStyleCrossRef" href="#fig0020">Fig&#46; 4</a> shows a funnel chart where each point represents a sector&#59; the blue line at 1 represents the average rate of all the sectors&#59; and the dotted blue lines on either side of 1 represent the 99&#46;9&#37; confidence interval of this average&#46; The orange dots are sectors with no statistically significant differences with respect to the average of all sectors&#44; the green dots are sectors with lower standardized rates with respect to the average&#44; and the red dots are those with higher standardized rates with respect to the average&#46; Some sectors can be observed above and below the area defined by the confidence interval&#44; corresponding to overuse or underuse of HMV with respect to the average of all the sectors&#44; respectively&#46;</p><elsevierMultimedia ident="fig0020"></elsevierMultimedia><p id="par0070" class="elsevierStylePara elsevierViewall">The high variation identified between sectors could be explained by different factors related with supply and demand for the service&#46; In a multilevel Poisson model&#44; both sectors &#40;variance sectors 0&#46;38&#41; and clusters &#40;variance clusters 0&#46;15&#41; explained some of the variability&#46; These data suggest that&#44; disregarding the effect of sex and age&#44; intra-sectorial and intra-cluster variability was less than inter-sectorial and inter-cluster variability&#44; respectively&#46; Moreover&#44; in this same model&#44; the presence of a hospital with a Respiratory Medicine department was associated with a higher number of cases &#40;beta&#61;0&#46;68&#59; <span class="elsevierStyleItalic">P</span>&#60;&#46;0001&#41;&#46;</p></span><span id="sec0020" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0080">Discussion</span><p id="par0075" class="elsevierStylePara elsevierViewall">The aim of this study was to analyze variability in the prescription of HMV based on administrative data available in public service financial records&#46; Variability in clinical practice&#44; in terms of both diagnosis and treatment&#44; occurs in all care settings&#46; Newhouse and Garber<a class="elsevierStyleCrossRef" href="#bib0200"><span class="elsevierStyleSup">14</span></a> drew attention to the variability in post-hospital discharge healthcare services &#40;long-term care hospitals&#44; skilled nursing facilities or home health services&#41;&#46; Studies showing variability in the prescription of HMV in Europe have been published for over 20 years&#46;<a class="elsevierStyleCrossRef" href="#bib0205"><span class="elsevierStyleSup">15</span></a> The Eurovent Survey found that HMV variability occurred both in the number of prescriptions and the profile of patients for whom this treatment was prescribed&#44; neither of which was related with the characteristics of the healthcare system or the economic situation in each country&#46;<a class="elsevierStyleCrossRef" href="#bib0210"><span class="elsevierStyleSup">16</span></a> The national Swedish HMV register also highlighted variability in prescription within the country itself&#44; despite a similar level of healthcare coverage&#46;<a class="elsevierStyleCrossRef" href="#bib0215"><span class="elsevierStyleSup">17</span></a></p><p id="par0080" class="elsevierStylePara elsevierViewall">The number and profile of patients could be related to the number of prescribing centers and their characteristics &#40;presence of a respiratory medicine specialist&#41;&#46; Although HMV is not technically complex&#44; decision-making and resolving complications require the types of skills that justify concentrating prescription in only a few centers&#46; In Denmark&#44; there are only 2 centers that prescribe HMV&#59; in this country prevalence is low&#44; and the therapy is usually indicated in younger patients with neuromuscular diseases&#46;<a class="elsevierStyleCrossRef" href="#bib0220"><span class="elsevierStyleSup">18</span></a></p><p id="par0085" class="elsevierStylePara elsevierViewall">Another factor that may explain the variability is the absence of objective evidence-based criteria for starting HMV&#44; especially in obese or COPD patients&#46; The findings of a recent study on the variability of HMV in Australia and New Zealand suggest that&#44; in addition to variability in prevalence&#44; HMV is more likely to be started in obese patients in New Zealand than in Australia&#46;<a class="elsevierStyleCrossRef" href="#bib0225"><span class="elsevierStyleSup">19</span></a> On the other hand&#44; the wide variety of diagnoses or patients potentially in need of HMV could also explain the variations observed&#46; In the final analysis&#44; therefore&#44; the attitude of physicians to ventilation might well be one of the most important factors behind variability&#44; although this is hard to demonstrate&#46;<a class="elsevierStyleCrossRef" href="#bib0230"><span class="elsevierStyleSup">20</span></a></p><p id="par0090" class="elsevierStylePara elsevierViewall">In England&#44;<a class="elsevierStyleCrossRef" href="#bib0235"><span class="elsevierStyleSup">21</span></a> evidence of variability and difficulty of access to treatment led to calls for the creation of a register&#44; and for indications to be standardized by means of&#44; for example&#44; clinical practice guidelines&#46; However&#44; although registers can be very useful for analyzing long-term trends&#44; they are often of little use in promptly identifying specific problems if they are not regularly updated and the patient&#39;s overall stability is not accurately reported&#46; In addition&#44; in some neuromuscular diseases such as amyotrophic lateral sclerosis&#44; lung function data have prognostic value but very little predictive value&#46;</p><p id="par0095" class="elsevierStylePara elsevierViewall">The greatest limitation of this study is the lack of access to diagnoses&#46; The use of administrative data&#44; for reasons of data confidentiality&#44; only allows access to the type of treatment subsidized by the public health system&#44; the patient&#39;s age and town of residence&#46; Register-based analysis would improve data mining&#44; but a register is not easy to construct&#44; and is expensive and difficult to maintain&#46; Moreover&#44; obtaining information from the prescribing center &#40;which would give more detailed information on diagnosis and the technical characteristics of the treatment&#41; might not necessarily give an idea of the population impact &#40;a center may prescribe ventilation to patients from various geographical sectors&#41;&#46; In Catalonia&#44; the population insured by CatSalut &#40;with different levels of coverage&#41; represents practically the entire population&#46; Patients with double medical coverage &#40;public and private&#41; seen in private centers are currently not included in public information systems&#46; Therefore&#44; in terms of rates&#44; the numerator &#40;number of cases&#41; may be higher&#44; but the denominator &#40;population at risk&#41; would remain the same&#44; which could suggest a slight underestimation&#46;</p><p id="par0100" class="elsevierStylePara elsevierViewall">Nevertheless&#44; simple but easily accessible information&#44; such as that discussed here&#44; allows treatment to be followed-up practically online&#44; without the need for a specific register&#46;</p><p id="par0105" class="elsevierStylePara elsevierViewall">Thus&#44; despite the aforementioned limitations&#44; the data analyzed reveal some key points&#46; First&#44; there is large variability in the prescription of HMV that cannot be explained by administrative or economic difficulties in accessing services&#46; Despite the existence of few prescribing centers&#44; and the fact that these are in contact with each other and often exchange experiences&#44; large variability persists&#46; There are no data to suggest that this variability is due to recent changes in criteria for prescribing ventilation&#44; such as indication in COPD or OHS patients&#46; In the study by Farr&#233; et al&#46;&#44;<a class="elsevierStyleCrossRef" href="#bib0240"><span class="elsevierStyleSup">22</span></a> which reported findings from the 4 hospitals that attended most patients with HMV in the Barcelona metropolitan area&#44; large variations between prescribing centers had already been observed almost 10 years ago&#46;</p><p id="par0110" class="elsevierStylePara elsevierViewall">The number of specialists available in a particular area could cause variability in prescription&#44; and this has been observed in other respiratory therapies&#44; such as home oxygen therapy&#46;<a class="elsevierStyleCrossRef" href="#bib0245"><span class="elsevierStyleSup">23</span></a> However&#44; this phenomenon does not explain the variations within the Barcelona metropolitan area&#44; where access is easy and a large number of specialists available&#46; Besides&#44; context should always be taken into account when performing data analysis&#46; Hospitals did not begin to prescribe HMV simultaneously&#46; Prior to 1990&#44; only 1 center in Catalonia systematically prescribed HMV&#44;<a class="elsevierStyleCrossRef" href="#bib0250"><span class="elsevierStyleSup">24</span></a> and until 1995&#44; it was prescribed routinely in only 5&#8211;6 hospitals&#46;</p><p id="par0115" class="elsevierStylePara elsevierViewall">The large variability in criteria for prescribing HMV in older patients is notable&#46; This contrasts with studies that show the benefits of HMV in patients aged over 75 years&#46; Farrero et al&#46;<a class="elsevierStyleCrossRef" href="#bib0255"><span class="elsevierStyleSup">25</span></a> showed that ventilation in patients aged over 75 years improved gas exchange and that&#44; after the initial adaptation phase&#44; median survival was 6 years&#46;</p><p id="par0120" class="elsevierStylePara elsevierViewall">Finally&#44; supply companies can influence the variability of HMV prescription&#46; Given the characteristics of the funding system&#44; with very stringent limits on increases in prescriptions&#44; it is unlikely that these companies have a direct effect on such prescriptions&#46; However&#44; the range of services or type of apparatus offered could have a bearing on prescription numbers&#46; Either way&#44; technical service should always be included as a variable in the analysis of variability in HMV prescription&#46;</p><p id="par0125" class="elsevierStylePara elsevierViewall">Sunwoo et al&#46;<a class="elsevierStyleCrossRef" href="#bib0260"><span class="elsevierStyleSup">26</span></a> highlighted the complexity of evaluating HMV-related technology&#44; both due to the increase in the number of users and the difficulties involved in standardizing the services they receive&#46; The type of analysis proposed&#44; based on available data &#40;essentially billing-related&#41; may be a good complement to clinical experience and cross-sectional studies that give an overall view of the problem&#44; and reveal variations in a relatively simple&#44; inexpensive way&#46;</p></span><span id="sec0030" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0085">Conflict of Interests</span><p id="par0135" class="elsevierStylePara elsevierViewall">The authors declare that they have no conflict of interests&#46;</p></span></span>"
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        "resumen" => "<span id="abst0005" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0010">Introduction</span><p id="spar0005" class="elsevierStyleSimplePara elsevierViewall">Few studies have analyzed the prevalence and accessibility of home mechanical ventilation &#40;HMV&#41;&#46; The aim of this study was to characterize the prevalence of HMV and variability in prescriptions from administrative data&#46;</p></span> <span id="abst0010" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0015">Methods</span><p id="spar0010" class="elsevierStyleSimplePara elsevierViewall">Prescribing rates of HMV in the 37 healthcare sectors of the Catalan Health Service were compared from billing data from 2008 to 2011&#46; Crude accumulated activity rates &#40;per 100<span class="elsevierStyleHsp" style=""></span>000 population&#41; were calculated using systematic component of variation &#40;SCV&#41; and empirical Bayes &#40;EB&#41; methods&#46; Standardized activity ratios &#40;SAR&#41; were described using a map of healthcare sectors&#46;</p></span> <span id="abst0015" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0020">Results</span><p id="spar0015" class="elsevierStyleSimplePara elsevierViewall">A crude rate of 23 HMV prescriptions per 100<span class="elsevierStyleHsp" style=""></span>000 population was observed&#46; Rates increase with age and have increased by 39&#37;&#46; Statistics measuring variation not due to chance show a high variation in women &#40;SCV&#61;0&#46;20 and EB&#61;0&#46;30&#41; and in men &#40;SCV&#61;0&#46;21 and EB&#61;0&#46;40&#41;&#44; and were constant over time&#46; In a multilevel Poisson model&#44; hospitals with a respiratory medicine unit were associated with a greater number of cases &#40;beta&#61;0&#46;68&#44; <span class="elsevierStyleItalic">P</span>&#60;&#46;0001&#41;&#46;</p></span> <span id="abst0020" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0025">Conclusions</span><p id="spar0020" class="elsevierStyleSimplePara elsevierViewall">High variability in prescribing HMV can be explained&#44; in part&#44; by the attitude of professionals toward treatment and accessibility to specialist centers with a respiratory medicine unit&#46; Analysis of administrative data and variability mapping help identify unexplained variations and&#44; in the absence of systematic records&#44; are a feasible way of tracking treatment&#46;</p></span>"
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        "resumen" => "<span id="abst0025" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0035">Introducci&#243;n</span><p id="spar0025" class="elsevierStyleSimplePara elsevierViewall">Hay pocos estudios que hayan analizado la prevalencia y la accesibilidad a la ventilaci&#243;n mec&#225;nica a domicilio &#40;VMD&#41;&#46; El objetivo del presente estudio es describir la prevalencia de la VMD y estudiar la variabilidad a partir de datos administrativos&#46;</p></span> <span id="abst0030" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0040">M&#233;todos</span><p id="spar0030" class="elsevierStyleSimplePara elsevierViewall">Se compararon las tasas de VMD en las 37 &#225;reas de salud a partir de los datos de facturaci&#243;n del Servicio Catal&#225;n de la Salud&#44; durante el per&#237;odo 2008&#8211;2011&#46; Se calcularon las tasas brutas de actividad acumulada &#40;por 100&#46;000 habitantes&#41; utilizando el componente sistem&#225;tico de variaci&#243;n &#40;CSV&#41; y emp&#237;rico Bayes &#40;EB&#41;&#46; Las razones de actividad estandarizada &#40;REA&#41; se describieron mediante un mapa de sectores de salud&#46;</p></span> <span id="abst0035" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0045">Resultados</span><p id="spar0035" class="elsevierStyleSimplePara elsevierViewall">La tasa bruta VMD fue de 23 usuarios&#47;100&#46;000 habitantes&#46; Las tasas aumentan con la edad y han crecido un 39&#37;&#46; Los estad&#237;sticos que miden la variaci&#243;n no debida al azar muestran una variaci&#243;n elevada en mujeres &#40;CSV<span class="elsevierStyleHsp" style=""></span>&#61;<span class="elsevierStyleHsp" style=""></span>0&#44;20 y EB<span class="elsevierStyleHsp" style=""></span>&#61;<span class="elsevierStyleHsp" style=""></span>0&#44;30&#41; y en hombres &#40;CSV<span class="elsevierStyleHsp" style=""></span>&#61;<span class="elsevierStyleHsp" style=""></span>0&#44;21 y EB<span class="elsevierStyleHsp" style=""></span>&#61;<span class="elsevierStyleHsp" style=""></span>0&#44;40&#41;&#44; y constante a lo largo del tiempo&#46; En un modelo de Poisson multinivel la existencia de un hospital con servicio de neumolog&#237;a se asoci&#243; con un mayor n&#250;mero de casos &#40;beta<span class="elsevierStyleHsp" style=""></span>&#61;<span class="elsevierStyleHsp" style=""></span>0&#44;68&#59; p<span class="elsevierStyleHsp" style=""></span>&#60;<span class="elsevierStyleHsp" style=""></span>0&#44;0001&#41;&#46;</p></span> <span id="abst0040" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0050">Conclusiones</span><p id="spar0040" class="elsevierStyleSimplePara elsevierViewall">La variabilidad elevada de la VMD puede explicarse&#44; en parte&#44; por la actitud de los profesionales hacia el tratamiento y la accesibilidad a centros que disponen de especialista de neumolog&#237;a&#46; El an&#225;lisis de los datos administrativos y la confecci&#243;n de mapas de variabilidad permiten identificar variaciones no explicadas y&#44; en ausencia de registros sistem&#225;ticos&#44; es una manera factible de realizar el seguimiento de un tratamiento&#46;</p></span>"
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        "nota" => "<p class="elsevierStyleNotepara" id="npar0005">Please cite this article as&#58; Escarrabill J&#44; Teb&#233; C&#44; Espallargues M&#44; Torrente E&#44; Tresserras R&#44; Argim&#243;n J&#44; et al&#46; Variabilidad en la prescripci&#243;n de la ventilaci&#243;n mec&#225;nica a domicilio&#46; Arch Bronconeumol&#46; 2015&#59;51&#58;490&#8211;495&#46;</p>"
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            "apendice" => "<p id="par0140" class="elsevierStylePara elsevierViewall"><ul class="elsevierStyleList" id="lis0005"><li class="elsevierStyleListItem" id="lsti0005"><span class="elsevierStyleLabel">-</span><p id="par0145" class="elsevierStylePara elsevierViewall">Escarrabill J&#46; Hospital Cl&#237;nic&#46; Barcelona&#46;</p></li><li class="elsevierStyleListItem" id="lsti0010"><span class="elsevierStyleLabel">-</span><p id="par0150" class="elsevierStylePara elsevierViewall">Hern&#225;ndez C&#46; Unidad de Atenci&#243;n Integrada&#46; Divisi&#243;n M&#233;dica y de Enfermer&#237;a&#46; Hospital Cl&#237;nic&#46; Barcelona</p></li><li class="elsevierStyleListItem" id="lsti0015"><span class="elsevierStyleLabel">-</span><p id="par0155" class="elsevierStylePara elsevierViewall">Llauger M&#46;A&#46; EAP Encants&#46; Institut Catal&#224; de la Salut&#46; Barcelona&#46;</p></li><li class="elsevierStyleListItem" id="lsti0020"><span class="elsevierStyleLabel">-</span><p id="par0160" class="elsevierStylePara elsevierViewall">Roger N&#46; Consorci Hospitalari de Vic&#46; Vic &#40;Barcelona&#41;&#46;</p></li><li class="elsevierStyleListItem" id="lsti0025"><span class="elsevierStyleLabel">-</span><p id="par0165" class="elsevierStylePara elsevierViewall">Rosas A&#46; Departamento de Salud &#40;Generalitat de Catalunya&#41;&#46;</p></li><li class="elsevierStyleListItem" id="lsti0030"><span class="elsevierStyleLabel">-</span><p id="par0170" class="elsevierStylePara elsevierViewall">Salt&#243; E&#46; Ag&#232;ncia de Salut P&#250;blica&#46; Departamento de Salud &#40;Generalitat de Catalunya&#41;&#46;</p></li><li class="elsevierStyleListItem" id="lsti0035"><span class="elsevierStyleLabel">-</span><p id="par0175" class="elsevierStylePara elsevierViewall">Jim&#233;nez J&#46; Servei Catal&#224; de la Salut &#40;CatSalut&#41;&#46;</p></li><li class="elsevierStyleListItem" id="lsti0040"><span class="elsevierStyleLabel">-</span><p id="par0180" class="elsevierStylePara elsevierViewall">Torrente E&#46; Ag&#232;ncia de Qualitat i Avaluaci&#243; Sanit&#224;ries de Catalunya &#40;AQuAS&#41;&#46;</p></li><li class="elsevierStyleListItem" id="lsti0045"><span class="elsevierStyleLabel">-</span><p id="par0185" class="elsevierStylePara elsevierViewall">Tresserras R&#46; Departamento de Salud &#40;Generalitat de Catalunya&#41;&#46;</p></li></ul></p>"
            "etiqueta" => "Appendix A"
            "titulo" => "Master Plan for Respiratory Diseases &#40;PDMAR&#41; management team"
            "identificador" => "sec0035"
          ]
          1 => array:4 [
            "apendice" => "<p id="par0190" class="elsevierStylePara elsevierViewall"><ul class="elsevierStyleList" id="lis0010"><li class="elsevierStyleListItem" id="lsti0050"><span class="elsevierStyleLabel">-</span><p id="par0195" class="elsevierStylePara elsevierViewall">Escarrabill J&#46; Hospital Cl&#237;nic&#46; Barcelona&#46;</p></li><li class="elsevierStyleListItem" id="lsti0055"><span class="elsevierStyleLabel">-</span><p id="par0200" class="elsevierStylePara elsevierViewall">Fust&#233; J&#46; Departamento de Salud &#40;Generalitat de Catalunya&#41;&#46;</p></li><li class="elsevierStyleListItem" id="lsti0060"><span class="elsevierStyleLabel">-</span><p id="par0205" class="elsevierStylePara elsevierViewall">Gar&#237;a-Alt&#233;s A&#46; Ag&#232;ncia de Qualitat i Avaluaci&#243; Sanit&#224;ries de Catalunya &#40;AQuAS&#41;&#46; Departamento de Salud &#40;Generalitat de Catalunya&#41;&#46;</p></li><li class="elsevierStyleListItem" id="lsti0065"><span class="elsevierStyleLabel">-</span><p id="par0210" class="elsevierStylePara elsevierViewall">Jim&#233;nez J&#46; Servei Catal&#224; de la Salut &#40;CatSalut&#41;&#46;</p></li><li class="elsevierStyleListItem" id="lsti0070"><span class="elsevierStyleLabel">-</span><p id="par0215" class="elsevierStylePara elsevierViewall">Roger N&#46; Consorci Hospitalari de Vic&#46; Vic &#40;Barcelona&#41;&#46;</p></li><li class="elsevierStyleListItem" id="lsti0075"><span class="elsevierStyleLabel">-</span><p id="par0220" class="elsevierStylePara elsevierViewall">Sabater RT&#46; Servei Catal&#224; de la Salut &#40;CatSalut&#41;&#46;</p></li><li class="elsevierStyleListItem" id="lsti0080"><span class="elsevierStyleLabel">-</span><p id="par0225" class="elsevierStylePara elsevierViewall">Sabat&#233; M&#46; Fundaci&#243; d&#8217;Osona per a la Recerca i Educaci&#243; Sanit&#224;ria &#40;FORES&#41;&#46;</p></li><li class="elsevierStyleListItem" id="lsti0085"><span class="elsevierStyleLabel">-</span><p id="par0230" class="elsevierStylePara elsevierViewall">Tresserras R&#46; Departamento de Salud &#40;Generalitat de Catalunya&#41;&#46;</p></li></ul></p>"
            "etiqueta" => "Appendix B"
            "titulo" => "Respiratory Therapy Observatory &#40;Obs TRD&#41;"
            "identificador" => "sec0040"
          ]
        ]
      ]
    ]
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        "mostrarFloat" => true
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          "en" => "<p id="spar0050" class="elsevierStyleSimplePara elsevierViewall">Dot plot showing standardized home mechanical ventilation rates by sector and age group &#40;2008&#8211;2011&#41;&#46;</p>"
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        "etiqueta" => "Fig&#46; 3"
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        "mostrarFloat" => true
        "mostrarDisplay" => false
        "figura" => array:1 [
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          "en" => "<p id="spar0055" class="elsevierStyleSimplePara elsevierViewall">Map of standardized home mechanical ventilation rates in patients aged over 40 years &#40;2008&#8211;2011&#41;&#46;</p>"
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        "mostrarFloat" => true
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        "figura" => array:1 [
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          "en" => "<p id="spar0060" class="elsevierStyleSimplePara elsevierViewall">Funnel graph showing standardized home mechanical ventilation rate ratios in patients aged over 40 years &#40;2008&#8211;2011&#41;&#46;</p>"
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          "leyenda" => "<p id="spar0070" class="elsevierStyleSimplePara elsevierViewall">VR<span class="elsevierStyleInf">5&#8211;95</span>&#58; ratio between the 95th and the 5th percentile of the standardized rate&#46;</p><p id="spar0075" class="elsevierStyleSimplePara elsevierViewall">Crude rate&#215;100<span class="elsevierStyleHsp" style=""></span>000&#58; crude cumulative incidence between 2008 and 2011&#46;</p>"
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                  <table border="0" frame="\n
                  \t\t\t\t\tvoid\n
                  \t\t\t\t" class=""><thead title="thead"><tr title="table-row"><th class="td" title="table-head  " align="left" valign="top" scope="col">Statistic&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</th><th class="td" title="table-head  " colspan="4" align="center" valign="top" scope="col" style="border-bottom: 2px solid black">Women</th><th class="td" title="table-head  " colspan="4" align="center" valign="top" scope="col" style="border-bottom: 2px solid black">Men</th></tr><tr title="table-row"><th class="td" title="table-head  " align="" valign="top" scope="col" style="border-bottom: 2px solid black">&nbsp;\t\t\t\t\t\t\n
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                  \t\t\t\t</th><th class="td" title="table-head  " align="left" valign="top" scope="col" style="border-bottom: 2px solid black">40&#8211;64&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</th><th class="td" title="table-head  " align="left" valign="top" scope="col" style="border-bottom: 2px solid black">65&#8211;74&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</th><th class="td" title="table-head  " align="left" valign="top" scope="col" style="border-bottom: 2px solid black">&#62;74&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</th><th class="td" title="table-head  " align="left" valign="top" scope="col" style="border-bottom: 2px solid black">&#60;40&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</th><th class="td" title="table-head  " align="left" valign="top" scope="col" style="border-bottom: 2px solid black">40&#8211;64&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</th><th class="td" title="table-head  " align="left" valign="top" scope="col" style="border-bottom: 2px solid black">65&#8211;74&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</th><th class="td" title="table-head  " align="left" valign="top" scope="col" style="border-bottom: 2px solid black">&#62;74&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</th></tr></thead><tbody title="tbody"><tr title="table-row"><td class="td" title="table-entry  " align="left" valign="top"><span class="elsevierStyleItalic">n</span>&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">272&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">1016&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">972&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">1200&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">504&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">1270&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">925&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">708&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td></tr><tr title="table-row"><td class="td" title="table-entry  " align="left" valign="top">Crude rate&#215;100<span class="elsevierStyleHsp" style=""></span>000&nbsp;\t\t\t\t\t\t\n
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                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">21&#46;26&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">76&#46;84&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">85&#46;04&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">6&#46;43&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">26&#46;72&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">84&#46;32&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">78&#46;31&nbsp;\t\t\t\t\t\t\n
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                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">5&#46;43&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">21&#46;59&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">40&#46;02&nbsp;\t\t\t\t\t\t\n
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                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">9&#46;66&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">39&#46;41&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">23&#46;16&nbsp;\t\t\t\t\t\t\n
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                  <table border="0" frame="\n
                  \t\t\t\t\tvoid\n
                  \t\t\t\t" class=""><thead title="thead"><tr title="table-row"><th class="td" title="table-head  " align="left" valign="top" scope="col">Statistic&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</th><th class="td" title="table-head  " colspan="4" align="center" valign="top" scope="col" style="border-bottom: 2px solid black">Women</th><th class="td" title="table-head  " colspan="4" align="center" valign="top" scope="col" style="border-bottom: 2px solid black">Men</th></tr><tr title="table-row"><th class="td" title="table-head  " align="" valign="top" scope="col" style="border-bottom: 2px solid black">&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</th><th class="td" title="table-head  " align="left" valign="top" scope="col" style="border-bottom: 2px solid black">&#60;40&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</th><th class="td" title="table-head  " align="left" valign="top" scope="col" style="border-bottom: 2px solid black">40&#8211;64&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</th><th class="td" title="table-head  " align="left" valign="top" scope="col" style="border-bottom: 2px solid black">65&#8211;74&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</th><th class="td" title="table-head  " align="left" valign="top" scope="col" style="border-bottom: 2px solid black">&#62;74&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</th><th class="td" title="table-head  " align="left" valign="top" scope="col" style="border-bottom: 2px solid black">&#60;40&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</th><th class="td" title="table-head  " align="left" valign="top" scope="col" style="border-bottom: 2px solid black">40&#8211;64&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</th><th class="td" title="table-head  " align="left" valign="top" scope="col" style="border-bottom: 2px solid black">65&#8211;74&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</th><th class="td" title="table-head  " align="left" valign="top" scope="col" style="border-bottom: 2px solid black">&#62;74&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</th></tr></thead><tbody title="tbody"><tr title="table-row"><td class="td" title="table-entry  " align="left" valign="top">SAR<span class="elsevierStyleInf">5</span>&nbsp;\t\t\t\t\t\t\n
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                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">0&#46;00&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">0&#46;00&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">0&nbsp;\t\t\t\t\t\t\n
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                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">0&#46;00&nbsp;\t\t\t\t\t\t\n
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                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">0&#46;91&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">0&#46;71&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">0&#46;59&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">0&#46;69&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">0&#46;99&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">0&#46;70&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">0&#46;51&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td></tr><tr title="table-row"><td class="td" title="table-entry  " align="left" valign="top">SAR<span class="elsevierStyleInf">95</span>&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">3&#46;15&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">1&#46;50&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">2&#46;05&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">1&#46;86&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">3&#46;07&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">1&#46;67&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">2&#46;43&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">1&#46;89&nbsp;\t\t\t\t\t\t\n
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Article information
ISSN: 15792129
Original language: English
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