Predictive value of functional limitation for disease severity in patients with mild chronic heart failure

Abstract Background We aimed to verify a measure for functional limitation using the Performance Measure for Activity of Daily Living-8 (PMADL-8) clinical assessment tool. This tool was utilized to determine disease severity by comparing disease severity with physiological and demographic variables,...

Ausführliche Beschreibung

Gespeichert in:
Bibliographische Detailangaben
Veröffentlicht in:Journal of cardiology 2012-11, Vol.60 (5), p.411-415
Hauptverfasser: Kono, Yuji, PhD, MSc, Yamada, Sumio, PhD, Iwatsu, Kotaro, MSc, Nitobe, Sato, MSc, Tanaka, Yuko, MSc, Shimizu, Yuko, PhD, MSc, Shinoda, Norihiro, MD, Okumura, Takahiro, MD, PhD, Hirashiki, Akihiro, MD, PhD, Murohara, Toyoaki, MD, PhD
Format: Artikel
Sprache:eng
Schlagworte:
Online-Zugang:Volltext
Tags: Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
container_end_page 415
container_issue 5
container_start_page 411
container_title Journal of cardiology
container_volume 60
creator Kono, Yuji, PhD, MSc
Yamada, Sumio, PhD
Iwatsu, Kotaro, MSc
Nitobe, Sato, MSc
Tanaka, Yuko, MSc
Shimizu, Yuko, PhD, MSc
Shinoda, Norihiro, MD
Okumura, Takahiro, MD, PhD
Hirashiki, Akihiro, MD, PhD
Murohara, Toyoaki, MD, PhD
description Abstract Background We aimed to verify a measure for functional limitation using the Performance Measure for Activity of Daily Living-8 (PMADL-8) clinical assessment tool. This tool was utilized to determine disease severity by comparing disease severity with physiological and demographic variables, which have been well documented as predictors for mortality and rehospitalization in chronic heart failure (CHF) patients. Methods We consecutively enrolled 125 CHF patients with impaired left ventricular systolic function who underwent cardiopulmonary exercise testing in Nagoya University Hospital. We measured PMADL-8, which had a total score that ranged from 8 to 32 points, in which higher scores indicated severe functional limitations to evaluate the patient's functional limitations and evaluate clinical physiologic variables, which were established as prognostic factors of CHF. First, the association between PMADL-8 and other clinical variables was analyzed by correlation coefficients, and then, multivariate regression analysis was performed to select independent correlate factors. Lastly, we identified the optimal PMADL-8 threshold for detecting disease severity by comparing with the threshold for disease severity in selected variables. Results The PMADL-8 indicated excellent correlation with peak oxygen uptake (peakVO2 ) ( r = −0.743, p < 0.001), and the multivariate regression analysis revealed that peakVO2 was independently correlated with the PMADL-8 ( p < 0.001). The optimal PMADL-8 threshold for detecting a peakVO2 value of 18 ml/min/kg was 18 points. Similarly, a peakVO2 value of 14 ml/min/kg was 22 points, and a peakVO2 value of 16 ml/min/kg was 20 points. Conclusions Our data indicate that functional limitation as evaluated by the PMADL-8 is well correlated with peakVO2 . PMADL-8 may have potential as a clinical assessment tool to manage disease status in CHF patients.
doi_str_mv 10.1016/j.jjcc.2012.07.009
format Article
fullrecord <record><control><sourceid>proquest_cross</sourceid><recordid>TN_cdi_proquest_miscellaneous_1151701143</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><els_id>S0914508712001359</els_id><sourcerecordid>1151701143</sourcerecordid><originalsourceid>FETCH-LOGICAL-c479t-7ec3a1d3bd4925a474b0513d8099ec7960630d9fc2f754646aa207b0e31c44db3</originalsourceid><addsrcrecordid>eNp9kUGL1TAUhYMozpvRP-BCsnTTetOkTQMiyKCOMDDCjOuQJre81LR9Ju2T9-9NeaMLF7O65OacA_c7hLxhUDJgzfuhHAZrywpYVYIsAdQzsmOtbAohefuc7EAxUdTQygtymdIA0IBqm5fkoqpa1XLOdmT4HtF5u_gj0qMJK9K5p_065c08mUCDH_1itgft50idT2gS0oRHjH45UT_RQ_7GaUn0t1_2dPTBUbuP8-Qt3aOJC-2ND2vEV-RFb0LC14_zivz48vnh-qa4vfv67frTbWGFVEsh0XLDHO-cUFVthBQd1Iy7FpRCK1UDDQenelv1shaNaIypQHaAnFkhXMevyLtz7iHOv1ZMix59shiCmXBek2asZhIYEzxLq7PUxjmliL0-RD-aeNIM9MZYD3pjrDfGGqTOjLPp7WP-2o3o_ln-Qs2CD2cB5iuPHqNONhOyGXREu2g3-6fzP_5nt8Fnmib8xBOmYV5jbibfoVP26Put5a1kVgEwXiv-B5Fco0Y</addsrcrecordid><sourcetype>Aggregation Database</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>1151701143</pqid></control><display><type>article</type><title>Predictive value of functional limitation for disease severity in patients with mild chronic heart failure</title><source>MEDLINE</source><source>Elektronische Zeitschriftenbibliothek - Frei zugängliche E-Journals</source><source>ScienceDirect Journals (5 years ago - present)</source><creator>Kono, Yuji, PhD, MSc ; Yamada, Sumio, PhD ; Iwatsu, Kotaro, MSc ; Nitobe, Sato, MSc ; Tanaka, Yuko, MSc ; Shimizu, Yuko, PhD, MSc ; Shinoda, Norihiro, MD ; Okumura, Takahiro, MD, PhD ; Hirashiki, Akihiro, MD, PhD ; Murohara, Toyoaki, MD, PhD</creator><creatorcontrib>Kono, Yuji, PhD, MSc ; Yamada, Sumio, PhD ; Iwatsu, Kotaro, MSc ; Nitobe, Sato, MSc ; Tanaka, Yuko, MSc ; Shimizu, Yuko, PhD, MSc ; Shinoda, Norihiro, MD ; Okumura, Takahiro, MD, PhD ; Hirashiki, Akihiro, MD, PhD ; Murohara, Toyoaki, MD, PhD</creatorcontrib><description>Abstract Background We aimed to verify a measure for functional limitation using the Performance Measure for Activity of Daily Living-8 (PMADL-8) clinical assessment tool. This tool was utilized to determine disease severity by comparing disease severity with physiological and demographic variables, which have been well documented as predictors for mortality and rehospitalization in chronic heart failure (CHF) patients. Methods We consecutively enrolled 125 CHF patients with impaired left ventricular systolic function who underwent cardiopulmonary exercise testing in Nagoya University Hospital. We measured PMADL-8, which had a total score that ranged from 8 to 32 points, in which higher scores indicated severe functional limitations to evaluate the patient's functional limitations and evaluate clinical physiologic variables, which were established as prognostic factors of CHF. First, the association between PMADL-8 and other clinical variables was analyzed by correlation coefficients, and then, multivariate regression analysis was performed to select independent correlate factors. Lastly, we identified the optimal PMADL-8 threshold for detecting disease severity by comparing with the threshold for disease severity in selected variables. Results The PMADL-8 indicated excellent correlation with peak oxygen uptake (peakVO2 ) ( r = −0.743, p &lt; 0.001), and the multivariate regression analysis revealed that peakVO2 was independently correlated with the PMADL-8 ( p &lt; 0.001). The optimal PMADL-8 threshold for detecting a peakVO2 value of 18 ml/min/kg was 18 points. Similarly, a peakVO2 value of 14 ml/min/kg was 22 points, and a peakVO2 value of 16 ml/min/kg was 20 points. Conclusions Our data indicate that functional limitation as evaluated by the PMADL-8 is well correlated with peakVO2 . PMADL-8 may have potential as a clinical assessment tool to manage disease status in CHF patients.</description><identifier>ISSN: 0914-5087</identifier><identifier>EISSN: 1876-4738</identifier><identifier>DOI: 10.1016/j.jjcc.2012.07.009</identifier><identifier>PMID: 22898331</identifier><language>eng</language><publisher>Netherlands: Elsevier Ltd</publisher><subject>Activities of Daily Living ; Adult ; Aged ; Aged, 80 and over ; Cardiomyopathies ; Cardiovascular ; Chronic Disease ; Cross-Sectional Studies ; Diagnostic Self Evaluation ; Diagnostic techniques ; Differential Threshold ; Dilated ; Female ; Heart failure ; Heart Failure - diagnosis ; Heart Failure - etiology ; Heart Failure - mortality ; Heart Failure - physiopathology ; Hospitalization ; Humans ; Male ; Middle Aged ; Predictive Value of Tests ; Quality of life ; Severity of Illness Index ; Surveys and Questionnaires ; Ventricular Dysfunction, Left - complications ; Young Adult</subject><ispartof>Journal of cardiology, 2012-11, Vol.60 (5), p.411-415</ispartof><rights>Japanese College of Cardiology</rights><rights>2012 Japanese College of Cardiology</rights><rights>Copyright © 2012 Japanese College of Cardiology. Published by Elsevier Ltd. All rights reserved.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c479t-7ec3a1d3bd4925a474b0513d8099ec7960630d9fc2f754646aa207b0e31c44db3</citedby><cites>FETCH-LOGICAL-c479t-7ec3a1d3bd4925a474b0513d8099ec7960630d9fc2f754646aa207b0e31c44db3</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://dx.doi.org/10.1016/j.jjcc.2012.07.009$$EHTML$$P50$$Gelsevier$$Hfree_for_read</linktohtml><link.rule.ids>314,780,784,3550,27924,27925,45995</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/22898331$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Kono, Yuji, PhD, MSc</creatorcontrib><creatorcontrib>Yamada, Sumio, PhD</creatorcontrib><creatorcontrib>Iwatsu, Kotaro, MSc</creatorcontrib><creatorcontrib>Nitobe, Sato, MSc</creatorcontrib><creatorcontrib>Tanaka, Yuko, MSc</creatorcontrib><creatorcontrib>Shimizu, Yuko, PhD, MSc</creatorcontrib><creatorcontrib>Shinoda, Norihiro, MD</creatorcontrib><creatorcontrib>Okumura, Takahiro, MD, PhD</creatorcontrib><creatorcontrib>Hirashiki, Akihiro, MD, PhD</creatorcontrib><creatorcontrib>Murohara, Toyoaki, MD, PhD</creatorcontrib><title>Predictive value of functional limitation for disease severity in patients with mild chronic heart failure</title><title>Journal of cardiology</title><addtitle>J Cardiol</addtitle><description>Abstract Background We aimed to verify a measure for functional limitation using the Performance Measure for Activity of Daily Living-8 (PMADL-8) clinical assessment tool. This tool was utilized to determine disease severity by comparing disease severity with physiological and demographic variables, which have been well documented as predictors for mortality and rehospitalization in chronic heart failure (CHF) patients. Methods We consecutively enrolled 125 CHF patients with impaired left ventricular systolic function who underwent cardiopulmonary exercise testing in Nagoya University Hospital. We measured PMADL-8, which had a total score that ranged from 8 to 32 points, in which higher scores indicated severe functional limitations to evaluate the patient's functional limitations and evaluate clinical physiologic variables, which were established as prognostic factors of CHF. First, the association between PMADL-8 and other clinical variables was analyzed by correlation coefficients, and then, multivariate regression analysis was performed to select independent correlate factors. Lastly, we identified the optimal PMADL-8 threshold for detecting disease severity by comparing with the threshold for disease severity in selected variables. Results The PMADL-8 indicated excellent correlation with peak oxygen uptake (peakVO2 ) ( r = −0.743, p &lt; 0.001), and the multivariate regression analysis revealed that peakVO2 was independently correlated with the PMADL-8 ( p &lt; 0.001). The optimal PMADL-8 threshold for detecting a peakVO2 value of 18 ml/min/kg was 18 points. Similarly, a peakVO2 value of 14 ml/min/kg was 22 points, and a peakVO2 value of 16 ml/min/kg was 20 points. Conclusions Our data indicate that functional limitation as evaluated by the PMADL-8 is well correlated with peakVO2 . PMADL-8 may have potential as a clinical assessment tool to manage disease status in CHF patients.</description><subject>Activities of Daily Living</subject><subject>Adult</subject><subject>Aged</subject><subject>Aged, 80 and over</subject><subject>Cardiomyopathies</subject><subject>Cardiovascular</subject><subject>Chronic Disease</subject><subject>Cross-Sectional Studies</subject><subject>Diagnostic Self Evaluation</subject><subject>Diagnostic techniques</subject><subject>Differential Threshold</subject><subject>Dilated</subject><subject>Female</subject><subject>Heart failure</subject><subject>Heart Failure - diagnosis</subject><subject>Heart Failure - etiology</subject><subject>Heart Failure - mortality</subject><subject>Heart Failure - physiopathology</subject><subject>Hospitalization</subject><subject>Humans</subject><subject>Male</subject><subject>Middle Aged</subject><subject>Predictive Value of Tests</subject><subject>Quality of life</subject><subject>Severity of Illness Index</subject><subject>Surveys and Questionnaires</subject><subject>Ventricular Dysfunction, Left - complications</subject><subject>Young Adult</subject><issn>0914-5087</issn><issn>1876-4738</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2012</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNp9kUGL1TAUhYMozpvRP-BCsnTTetOkTQMiyKCOMDDCjOuQJre81LR9Ju2T9-9NeaMLF7O65OacA_c7hLxhUDJgzfuhHAZrywpYVYIsAdQzsmOtbAohefuc7EAxUdTQygtymdIA0IBqm5fkoqpa1XLOdmT4HtF5u_gj0qMJK9K5p_065c08mUCDH_1itgft50idT2gS0oRHjH45UT_RQ_7GaUn0t1_2dPTBUbuP8-Qt3aOJC-2ND2vEV-RFb0LC14_zivz48vnh-qa4vfv67frTbWGFVEsh0XLDHO-cUFVthBQd1Iy7FpRCK1UDDQenelv1shaNaIypQHaAnFkhXMevyLtz7iHOv1ZMix59shiCmXBek2asZhIYEzxLq7PUxjmliL0-RD-aeNIM9MZYD3pjrDfGGqTOjLPp7WP-2o3o_ln-Qs2CD2cB5iuPHqNONhOyGXREu2g3-6fzP_5nt8Fnmib8xBOmYV5jbibfoVP26Put5a1kVgEwXiv-B5Fco0Y</recordid><startdate>20121101</startdate><enddate>20121101</enddate><creator>Kono, Yuji, PhD, MSc</creator><creator>Yamada, Sumio, PhD</creator><creator>Iwatsu, Kotaro, MSc</creator><creator>Nitobe, Sato, MSc</creator><creator>Tanaka, Yuko, MSc</creator><creator>Shimizu, Yuko, PhD, MSc</creator><creator>Shinoda, Norihiro, MD</creator><creator>Okumura, Takahiro, MD, PhD</creator><creator>Hirashiki, Akihiro, MD, PhD</creator><creator>Murohara, Toyoaki, MD, PhD</creator><general>Elsevier Ltd</general><scope>6I.</scope><scope>AAFTH</scope><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope></search><sort><creationdate>20121101</creationdate><title>Predictive value of functional limitation for disease severity in patients with mild chronic heart failure</title><author>Kono, Yuji, PhD, MSc ; Yamada, Sumio, PhD ; Iwatsu, Kotaro, MSc ; Nitobe, Sato, MSc ; Tanaka, Yuko, MSc ; Shimizu, Yuko, PhD, MSc ; Shinoda, Norihiro, MD ; Okumura, Takahiro, MD, PhD ; Hirashiki, Akihiro, MD, PhD ; Murohara, Toyoaki, MD, PhD</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c479t-7ec3a1d3bd4925a474b0513d8099ec7960630d9fc2f754646aa207b0e31c44db3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2012</creationdate><topic>Activities of Daily Living</topic><topic>Adult</topic><topic>Aged</topic><topic>Aged, 80 and over</topic><topic>Cardiomyopathies</topic><topic>Cardiovascular</topic><topic>Chronic Disease</topic><topic>Cross-Sectional Studies</topic><topic>Diagnostic Self Evaluation</topic><topic>Diagnostic techniques</topic><topic>Differential Threshold</topic><topic>Dilated</topic><topic>Female</topic><topic>Heart failure</topic><topic>Heart Failure - diagnosis</topic><topic>Heart Failure - etiology</topic><topic>Heart Failure - mortality</topic><topic>Heart Failure - physiopathology</topic><topic>Hospitalization</topic><topic>Humans</topic><topic>Male</topic><topic>Middle Aged</topic><topic>Predictive Value of Tests</topic><topic>Quality of life</topic><topic>Severity of Illness Index</topic><topic>Surveys and Questionnaires</topic><topic>Ventricular Dysfunction, Left - complications</topic><topic>Young Adult</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Kono, Yuji, PhD, MSc</creatorcontrib><creatorcontrib>Yamada, Sumio, PhD</creatorcontrib><creatorcontrib>Iwatsu, Kotaro, MSc</creatorcontrib><creatorcontrib>Nitobe, Sato, MSc</creatorcontrib><creatorcontrib>Tanaka, Yuko, MSc</creatorcontrib><creatorcontrib>Shimizu, Yuko, PhD, MSc</creatorcontrib><creatorcontrib>Shinoda, Norihiro, MD</creatorcontrib><creatorcontrib>Okumura, Takahiro, MD, PhD</creatorcontrib><creatorcontrib>Hirashiki, Akihiro, MD, PhD</creatorcontrib><creatorcontrib>Murohara, Toyoaki, MD, PhD</creatorcontrib><collection>ScienceDirect Open Access Titles</collection><collection>Elsevier:ScienceDirect:Open Access</collection><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><jtitle>Journal of cardiology</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Kono, Yuji, PhD, MSc</au><au>Yamada, Sumio, PhD</au><au>Iwatsu, Kotaro, MSc</au><au>Nitobe, Sato, MSc</au><au>Tanaka, Yuko, MSc</au><au>Shimizu, Yuko, PhD, MSc</au><au>Shinoda, Norihiro, MD</au><au>Okumura, Takahiro, MD, PhD</au><au>Hirashiki, Akihiro, MD, PhD</au><au>Murohara, Toyoaki, MD, PhD</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Predictive value of functional limitation for disease severity in patients with mild chronic heart failure</atitle><jtitle>Journal of cardiology</jtitle><addtitle>J Cardiol</addtitle><date>2012-11-01</date><risdate>2012</risdate><volume>60</volume><issue>5</issue><spage>411</spage><epage>415</epage><pages>411-415</pages><issn>0914-5087</issn><eissn>1876-4738</eissn><abstract>Abstract Background We aimed to verify a measure for functional limitation using the Performance Measure for Activity of Daily Living-8 (PMADL-8) clinical assessment tool. This tool was utilized to determine disease severity by comparing disease severity with physiological and demographic variables, which have been well documented as predictors for mortality and rehospitalization in chronic heart failure (CHF) patients. Methods We consecutively enrolled 125 CHF patients with impaired left ventricular systolic function who underwent cardiopulmonary exercise testing in Nagoya University Hospital. We measured PMADL-8, which had a total score that ranged from 8 to 32 points, in which higher scores indicated severe functional limitations to evaluate the patient's functional limitations and evaluate clinical physiologic variables, which were established as prognostic factors of CHF. First, the association between PMADL-8 and other clinical variables was analyzed by correlation coefficients, and then, multivariate regression analysis was performed to select independent correlate factors. Lastly, we identified the optimal PMADL-8 threshold for detecting disease severity by comparing with the threshold for disease severity in selected variables. Results The PMADL-8 indicated excellent correlation with peak oxygen uptake (peakVO2 ) ( r = −0.743, p &lt; 0.001), and the multivariate regression analysis revealed that peakVO2 was independently correlated with the PMADL-8 ( p &lt; 0.001). The optimal PMADL-8 threshold for detecting a peakVO2 value of 18 ml/min/kg was 18 points. Similarly, a peakVO2 value of 14 ml/min/kg was 22 points, and a peakVO2 value of 16 ml/min/kg was 20 points. Conclusions Our data indicate that functional limitation as evaluated by the PMADL-8 is well correlated with peakVO2 . PMADL-8 may have potential as a clinical assessment tool to manage disease status in CHF patients.</abstract><cop>Netherlands</cop><pub>Elsevier Ltd</pub><pmid>22898331</pmid><doi>10.1016/j.jjcc.2012.07.009</doi><tpages>5</tpages><oa>free_for_read</oa></addata></record>
fulltext fulltext
identifier ISSN: 0914-5087
ispartof Journal of cardiology, 2012-11, Vol.60 (5), p.411-415
issn 0914-5087
1876-4738
language eng
recordid cdi_proquest_miscellaneous_1151701143
source MEDLINE; Elektronische Zeitschriftenbibliothek - Frei zugängliche E-Journals; ScienceDirect Journals (5 years ago - present)
subjects Activities of Daily Living
Adult
Aged
Aged, 80 and over
Cardiomyopathies
Cardiovascular
Chronic Disease
Cross-Sectional Studies
Diagnostic Self Evaluation
Diagnostic techniques
Differential Threshold
Dilated
Female
Heart failure
Heart Failure - diagnosis
Heart Failure - etiology
Heart Failure - mortality
Heart Failure - physiopathology
Hospitalization
Humans
Male
Middle Aged
Predictive Value of Tests
Quality of life
Severity of Illness Index
Surveys and Questionnaires
Ventricular Dysfunction, Left - complications
Young Adult
title Predictive value of functional limitation for disease severity in patients with mild chronic heart failure
url https://sfx.bib-bvb.de/sfx_tum?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2025-01-06T23%3A57%3A53IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-proquest_cross&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.genre=article&rft.atitle=Predictive%20value%20of%20functional%20limitation%20for%20disease%20severity%20in%20patients%20with%20mild%20chronic%20heart%20failure&rft.jtitle=Journal%20of%20cardiology&rft.au=Kono,%20Yuji,%20PhD,%20MSc&rft.date=2012-11-01&rft.volume=60&rft.issue=5&rft.spage=411&rft.epage=415&rft.pages=411-415&rft.issn=0914-5087&rft.eissn=1876-4738&rft_id=info:doi/10.1016/j.jjcc.2012.07.009&rft_dat=%3Cproquest_cross%3E1151701143%3C/proquest_cross%3E%3Curl%3E%3C/url%3E&disable_directlink=true&sfx.directlink=off&sfx.report_link=0&rft_id=info:oai/&rft_pqid=1151701143&rft_id=info:pmid/22898331&rft_els_id=S0914508712001359&rfr_iscdi=true