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Multivariate analysis of countries’ government and health-care system influences on opioid availability for cancer pain relief and palliative care: More than a function of human development
Background: Many international governmental and nongovernmental organizations regard unrelieved cancer pain as a significant global public health problem. Although opioids such as morphine are considered essential medicines in the provision of palliative care and for treating cancer pain, especially...
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Published in: | Palliative medicine 2013-02, Vol.27 (2), p.105-114 |
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container_title | Palliative medicine |
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creator | Gilson, Aaron M Maurer, Martha A LeBaron, Virginia T Ryan, Karen M Cleary, James F |
description | Background:
Many international governmental and nongovernmental organizations regard unrelieved cancer pain as a significant global public health problem. Although opioids such as morphine are considered essential medicines in the provision of palliative care and for treating cancer pain, especially when the pain is severe, low- and middle-income countries often lack such medications.
Aim:
The primary aim of this study was to examine countries’ government and health-care system influences on opioid availability for cancer pain and palliative care, as a means to identify implications for improving appropriate access to prescription opioids.
Design:
A multivariate regression of 177 countries’ consumption of opioids (in milligrams/death from cancer and AIDS) contained country-level predictor variables related to public health, including Human Development Index, palliative care infrastructure, and health system resources and expenditures.
Results:
Results were highly explanatory (adjusted R2 = 82%) and Human Development Index was the most predictive variable when controlling for all other factors in the statistical model (B = 11.875, confidence interval = 10.216, 13.534, p < 0.0001).
Conclusions:
Study findings demonstrate that a limited number of predictor variables characterizing a country’s government and health-care system infrastructure can explain its opioid consumption level, with the greatest influence being very high Human Development Index. However, Human Development Index is not the most policy-relevant factor, and this finding should be reconciled against the reality that many countries with low or medium Human Development Index have succeeded in creating and sustaining a health-care system to strengthen cancer pain care and palliative care, including through the appropriate use of essential prescription opioids. |
doi_str_mv | 10.1177/0269216312461973 |
format | article |
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Many international governmental and nongovernmental organizations regard unrelieved cancer pain as a significant global public health problem. Although opioids such as morphine are considered essential medicines in the provision of palliative care and for treating cancer pain, especially when the pain is severe, low- and middle-income countries often lack such medications.
Aim:
The primary aim of this study was to examine countries’ government and health-care system influences on opioid availability for cancer pain and palliative care, as a means to identify implications for improving appropriate access to prescription opioids.
Design:
A multivariate regression of 177 countries’ consumption of opioids (in milligrams/death from cancer and AIDS) contained country-level predictor variables related to public health, including Human Development Index, palliative care infrastructure, and health system resources and expenditures.
Results:
Results were highly explanatory (adjusted R2 = 82%) and Human Development Index was the most predictive variable when controlling for all other factors in the statistical model (B = 11.875, confidence interval = 10.216, 13.534, p < 0.0001).
Conclusions:
Study findings demonstrate that a limited number of predictor variables characterizing a country’s government and health-care system infrastructure can explain its opioid consumption level, with the greatest influence being very high Human Development Index. However, Human Development Index is not the most policy-relevant factor, and this finding should be reconciled against the reality that many countries with low or medium Human Development Index have succeeded in creating and sustaining a health-care system to strengthen cancer pain care and palliative care, including through the appropriate use of essential prescription opioids.</description><identifier>ISSN: 0269-2163</identifier><identifier>EISSN: 1477-030X</identifier><identifier>DOI: 10.1177/0269216312461973</identifier><identifier>PMID: 23104512</identifier><identifier>CODEN: PAMDE2</identifier><language>eng</language><publisher>London, England: SAGE Publications</publisher><subject>Analgesics ; Analgesics, Opioid - supply & distribution ; Analgesics, Opioid - therapeutic use ; Cancer ; Health services ; Health Services Accessibility ; Human development ; Human Development Index ; Humans ; Industrialized nations ; Low income groups ; Morphine ; Multivariate Analysis ; Narcotics ; Neoplasms - complications ; Opioids ; Pain ; Pain - drug therapy ; Pain - etiology ; Pain Management - methods ; Palliative care ; Palliative Care - methods ; Prescription drugs ; Public health ; Socioeconomic Factors</subject><ispartof>Palliative medicine, 2013-02, Vol.27 (2), p.105-114</ispartof><rights>The Author(s) 2012</rights><rights>SAGE Publications © Feb 2013</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c457t-a85aeb7d3ae8c59ff16b5bed670803ab2db3c3c012b125ebfc537566f709d7923</citedby><cites>FETCH-LOGICAL-c457t-a85aeb7d3ae8c59ff16b5bed670803ab2db3c3c012b125ebfc537566f709d7923</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://www.proquest.com/docview/1284097683?pq-origsite=primo$$EHTML$$P50$$Gproquest$$H</linktohtml><link.rule.ids>314,776,780,12826,21374,21375,27903,27904,30978,30979,33590,33591,34509,34510,43712,44094,79111</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/23104512$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Gilson, Aaron M</creatorcontrib><creatorcontrib>Maurer, Martha A</creatorcontrib><creatorcontrib>LeBaron, Virginia T</creatorcontrib><creatorcontrib>Ryan, Karen M</creatorcontrib><creatorcontrib>Cleary, James F</creatorcontrib><title>Multivariate analysis of countries’ government and health-care system influences on opioid availability for cancer pain relief and palliative care: More than a function of human development</title><title>Palliative medicine</title><addtitle>Palliat Med</addtitle><description>Background:
Many international governmental and nongovernmental organizations regard unrelieved cancer pain as a significant global public health problem. Although opioids such as morphine are considered essential medicines in the provision of palliative care and for treating cancer pain, especially when the pain is severe, low- and middle-income countries often lack such medications.
Aim:
The primary aim of this study was to examine countries’ government and health-care system influences on opioid availability for cancer pain and palliative care, as a means to identify implications for improving appropriate access to prescription opioids.
Design:
A multivariate regression of 177 countries’ consumption of opioids (in milligrams/death from cancer and AIDS) contained country-level predictor variables related to public health, including Human Development Index, palliative care infrastructure, and health system resources and expenditures.
Results:
Results were highly explanatory (adjusted R2 = 82%) and Human Development Index was the most predictive variable when controlling for all other factors in the statistical model (B = 11.875, confidence interval = 10.216, 13.534, p < 0.0001).
Conclusions:
Study findings demonstrate that a limited number of predictor variables characterizing a country’s government and health-care system infrastructure can explain its opioid consumption level, with the greatest influence being very high Human Development Index. However, Human Development Index is not the most policy-relevant factor, and this finding should be reconciled against the reality that many countries with low or medium Human Development Index have succeeded in creating and sustaining a health-care system to strengthen cancer pain care and palliative care, including through the appropriate use of essential prescription opioids.</description><subject>Analgesics</subject><subject>Analgesics, Opioid - supply & distribution</subject><subject>Analgesics, Opioid - therapeutic use</subject><subject>Cancer</subject><subject>Health services</subject><subject>Health Services Accessibility</subject><subject>Human development</subject><subject>Human Development Index</subject><subject>Humans</subject><subject>Industrialized nations</subject><subject>Low income groups</subject><subject>Morphine</subject><subject>Multivariate Analysis</subject><subject>Narcotics</subject><subject>Neoplasms - complications</subject><subject>Opioids</subject><subject>Pain</subject><subject>Pain - drug therapy</subject><subject>Pain - etiology</subject><subject>Pain Management - methods</subject><subject>Palliative care</subject><subject>Palliative Care - methods</subject><subject>Prescription drugs</subject><subject>Public health</subject><subject>Socioeconomic Factors</subject><issn>0269-2163</issn><issn>1477-030X</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2013</creationdate><recordtype>article</recordtype><sourceid>7QJ</sourceid><sourceid>ALSLI</sourceid><sourceid>HEHIP</sourceid><sourceid>M2S</sourceid><recordid>eNqFks2K1jAUhosozufo3pUE3Lip5qdNWncy-AczuFFwV07Tk_kypElN2sK3m9vwarwXr8TUbxQZkFkFcp73yYG8RfGU0ZeMKfWKctlyJgXjlWStEveKHauUKqmgX-8Xu21cbvOT4lFKV5QyQWX1sDjhgtGqZnxX_LhY3GxXiBZmJODBHZJNJBiiw-LnaDH9vP5OLsOK0Y_o58wMZI_g5n2pISJJhzTjSKw3bkGvMYc9CZMNdiCwgnXQW2fnAzEhEg2ZiGQC60lEZ9H89k3gXF7Arkg252tyEbJ53oMnQMzi9Ww3qSH7Zcx3A67owrSt87h4YMAlfHJznhZf3r39fPahPP_0_uPZm_NSV7WaS2hqwF4NArDRdWsMk33d4yAVbaiAng-90EJTxnvGa-yNroWqpTSKtoNquTgtXhy9UwzfFkxzN9qk0TnwGJbUsbpibcM4a-5GBatlJit1N8qbSnKh6IY-v4VehSXm_zpStFWyEZmiR0rHkFJE003RjhAPHaPdVpnudmVy5NmNeOlHHP4G_nQkA-URSHCJ_7z6P-EvvC3MtQ</recordid><startdate>20130201</startdate><enddate>20130201</enddate><creator>Gilson, Aaron M</creator><creator>Maurer, Martha A</creator><creator>LeBaron, Virginia T</creator><creator>Ryan, Karen M</creator><creator>Cleary, James F</creator><general>SAGE Publications</general><general>Sage Publications Ltd</general><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>0-V</scope><scope>3V.</scope><scope>7QJ</scope><scope>7RV</scope><scope>7X7</scope><scope>7XB</scope><scope>88E</scope><scope>88G</scope><scope>8FI</scope><scope>8FJ</scope><scope>8FK</scope><scope>ABUWG</scope><scope>AFKRA</scope><scope>ALSLI</scope><scope>AN0</scope><scope>ASE</scope><scope>AZQEC</scope><scope>BENPR</scope><scope>CCPQU</scope><scope>DWQXO</scope><scope>FPQ</scope><scope>FYUFA</scope><scope>GHDGH</scope><scope>GNUQQ</scope><scope>HEHIP</scope><scope>K6X</scope><scope>K9-</scope><scope>K9.</scope><scope>KB0</scope><scope>M0R</scope><scope>M0S</scope><scope>M1P</scope><scope>M2M</scope><scope>M2S</scope><scope>NAPCQ</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>PRINS</scope><scope>PSYQQ</scope><scope>Q9U</scope><scope>7X8</scope></search><sort><creationdate>20130201</creationdate><title>Multivariate analysis of countries’ government and health-care system influences on opioid availability for cancer pain relief and palliative care: More than a function of human development</title><author>Gilson, Aaron M ; Maurer, Martha A ; LeBaron, Virginia T ; Ryan, Karen M ; Cleary, James F</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c457t-a85aeb7d3ae8c59ff16b5bed670803ab2db3c3c012b125ebfc537566f709d7923</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2013</creationdate><topic>Analgesics</topic><topic>Analgesics, Opioid - supply & distribution</topic><topic>Analgesics, Opioid - therapeutic use</topic><topic>Cancer</topic><topic>Health services</topic><topic>Health Services Accessibility</topic><topic>Human development</topic><topic>Human Development Index</topic><topic>Humans</topic><topic>Industrialized nations</topic><topic>Low income groups</topic><topic>Morphine</topic><topic>Multivariate Analysis</topic><topic>Narcotics</topic><topic>Neoplasms - complications</topic><topic>Opioids</topic><topic>Pain</topic><topic>Pain - drug therapy</topic><topic>Pain - etiology</topic><topic>Pain Management - methods</topic><topic>Palliative care</topic><topic>Palliative Care - methods</topic><topic>Prescription drugs</topic><topic>Public health</topic><topic>Socioeconomic Factors</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Gilson, Aaron M</creatorcontrib><creatorcontrib>Maurer, Martha A</creatorcontrib><creatorcontrib>LeBaron, Virginia T</creatorcontrib><creatorcontrib>Ryan, Karen M</creatorcontrib><creatorcontrib>Cleary, James F</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>ProQuest Social Sciences Premium Collection【Remote access available】</collection><collection>ProQuest Central (Corporate)</collection><collection>Applied Social Sciences Index & Abstracts (ASSIA)</collection><collection>ProQuest Nursing and Allied Health Journals</collection><collection>ProQuest Health and Medical</collection><collection>ProQuest Central (purchase pre-March 2016)</collection><collection>Medical Database (Alumni Edition)</collection><collection>Psychology Database (Alumni)</collection><collection>Hospital Premium Collection</collection><collection>Hospital Premium Collection (Alumni Edition)</collection><collection>ProQuest Central (Alumni) (purchase pre-March 2016)</collection><collection>ProQuest Central (Alumni)</collection><collection>ProQuest Central</collection><collection>Social Science Premium Collection (Proquest) (PQ_SDU_P3)</collection><collection>British Nursing Database</collection><collection>British Nursing Index</collection><collection>ProQuest Central Essentials</collection><collection>ProQuest Central</collection><collection>ProQuest One Community College</collection><collection>ProQuest Central</collection><collection>British Nursing Index (BNI) (1985 to Present)</collection><collection>Health Research Premium Collection</collection><collection>Health Research Premium Collection (Alumni)</collection><collection>ProQuest Central Student</collection><collection>Sociology Collection</collection><collection>British Nursing Index</collection><collection>Consumer Health Database</collection><collection>ProQuest Health & Medical Complete (Alumni)</collection><collection>Nursing & Allied Health Database (Alumni Edition)</collection><collection>ProQuest Family Health</collection><collection>Health & Medical Collection (Alumni Edition)</collection><collection>Medical Database</collection><collection>ProQuest Psychology Journals</collection><collection>Sociology Database</collection><collection>Nursing & Allied Health Premium</collection><collection>ProQuest One Academic Eastern Edition (DO NOT USE)</collection><collection>ProQuest One Academic</collection><collection>ProQuest One Academic UKI Edition</collection><collection>ProQuest Central China</collection><collection>ProQuest One Psychology</collection><collection>ProQuest Central Basic</collection><collection>MEDLINE - Academic</collection><jtitle>Palliative medicine</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Gilson, Aaron M</au><au>Maurer, Martha A</au><au>LeBaron, Virginia T</au><au>Ryan, Karen M</au><au>Cleary, James F</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Multivariate analysis of countries’ government and health-care system influences on opioid availability for cancer pain relief and palliative care: More than a function of human development</atitle><jtitle>Palliative medicine</jtitle><addtitle>Palliat Med</addtitle><date>2013-02-01</date><risdate>2013</risdate><volume>27</volume><issue>2</issue><spage>105</spage><epage>114</epage><pages>105-114</pages><issn>0269-2163</issn><eissn>1477-030X</eissn><coden>PAMDE2</coden><abstract>Background:
Many international governmental and nongovernmental organizations regard unrelieved cancer pain as a significant global public health problem. Although opioids such as morphine are considered essential medicines in the provision of palliative care and for treating cancer pain, especially when the pain is severe, low- and middle-income countries often lack such medications.
Aim:
The primary aim of this study was to examine countries’ government and health-care system influences on opioid availability for cancer pain and palliative care, as a means to identify implications for improving appropriate access to prescription opioids.
Design:
A multivariate regression of 177 countries’ consumption of opioids (in milligrams/death from cancer and AIDS) contained country-level predictor variables related to public health, including Human Development Index, palliative care infrastructure, and health system resources and expenditures.
Results:
Results were highly explanatory (adjusted R2 = 82%) and Human Development Index was the most predictive variable when controlling for all other factors in the statistical model (B = 11.875, confidence interval = 10.216, 13.534, p < 0.0001).
Conclusions:
Study findings demonstrate that a limited number of predictor variables characterizing a country’s government and health-care system infrastructure can explain its opioid consumption level, with the greatest influence being very high Human Development Index. However, Human Development Index is not the most policy-relevant factor, and this finding should be reconciled against the reality that many countries with low or medium Human Development Index have succeeded in creating and sustaining a health-care system to strengthen cancer pain care and palliative care, including through the appropriate use of essential prescription opioids.</abstract><cop>London, England</cop><pub>SAGE Publications</pub><pmid>23104512</pmid><doi>10.1177/0269216312461973</doi><tpages>10</tpages></addata></record> |
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subjects | Analgesics Analgesics, Opioid - supply & distribution Analgesics, Opioid - therapeutic use Cancer Health services Health Services Accessibility Human development Human Development Index Humans Industrialized nations Low income groups Morphine Multivariate Analysis Narcotics Neoplasms - complications Opioids Pain Pain - drug therapy Pain - etiology Pain Management - methods Palliative care Palliative Care - methods Prescription drugs Public health Socioeconomic Factors |
title | Multivariate analysis of countries’ government and health-care system influences on opioid availability for cancer pain relief and palliative care: More than a function of human development |
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