Please cite this article in press as: De Rosis S, Barsanti S. Patient satisfaction, e-health and the evolu-tion of the patient–general practitioner relationship: Evidence from an Italian survey. Health Policy (2016),
http://dx.doi.org/10.1016/j.healthpol.2016.09.012
ARTICLE IN PRESS
G ModelHEAP-3625; No.ofPages14
HealthPolicyxxx(2016)xxx–xxx
Contents lists available atScienceDirect
Health
Policy
j o u r n a l h o m e p a g e :w w w . e l s e v i e r . c o m / l o c a t e / h e a l t h p o l
Patient
satisfaction,
e-health
and
the
evolution
of
the
patient–general
practitioner
relationship:
Evidence
from
an
Italian
survey
Sabina
De
Rosis
∗,
Sara
Barsanti
ScuolaSuperioreSant’Anna,IstitutodiManagement,LaboratorioManagementeSanità,Pisa,Italy
a
r
t
i
c
l
e
i
n
f
o
Articlehistory:
Received14November2014
Receivedinrevisedform7September2016 Accepted18September2016 Keywords: E-health E-patient Empowerment Healthliteracy Behaviour Doctor–patientrelationship Satisfaction Healthcaresystem Generalpractitioners
a
b
s
t
r
a
c
t
Background:Scientificand publicinterestintheuseoftheInternetforhealth-related
purposeshasgrownconsiderably.Concernsregardingitsimpactonpatient–doctor
rela-tionshipandrisksforpatientshaveinflamedthedebate.Literatureprovidesscarceevidence
inthisfield.Thispaperinvestigateswhetherapatient’sdecisiontousethewebalsodepends
onpreviousexperienceandsatisfactionwithhealthcare.
Method:Statisticalanalyseswereconductedusingdatafromasurveyofmorethan1700
citizensinTuscany(Italy).TheAndersenbehaviouralmodelwasadoptedasframeworkfor
investigatingtwopatientbehaviours:Internetuseforhealth-relatedpurposes;discussion
ofonlinefindingswiththephysician.Twoseparatemultivariatelogisticmodelswere
per-formedtoverifywhethersatisfactionandexperiencewithhealthcaresystemandgeneral
practitionerswereassociatedwiththee-healthbehaviours.
Results:Age,educationanddissatisfactionwiththehealthcaresystemarethemain
determi-nantfactorsofe-healthuse.Thebehaviourofsharingthee-healthexperiencewithgeneral
practitionersismorediffusedamongthosepatientswhoaremoresatisfiedwithphysicians
fortheinvolvementinthedecision-makingprocessandsuggestionsonlife-style.
Implications:Whetherpatientschoicetoshareinformationfoundonlinewiththedoctor
dependsontheabilityofthedoctortoengagepatientsindecision-making,e-healthcan
producea‘double-empowerment’process:experiencedbythepatientontheInternet,and
legitimatedbythedoctorduringencounters.
©2016TheAuthors.PublishedbyElsevierIrelandLtd.Thisisanopenaccessarticleunder
theCCBY-NC-NDlicense(http://creativecommons.org/licenses/by-nc-nd/4.0/).
1. Introduction
Theexpression“e-health”referstohealthservicesand easily updated health-related information enhanced or
Abbreviations:CATI,computer-assistedtelephoneinterviews;CI, con-fidenceinterval;GP,generalpractitioner;LHA,localhealthauthority;HD, healthcaredistricts;OR,oddsratio.
∗ Correspondingauthorat:ScuolaSuperioreSant’Anna,Istitutodi Man-agement,LaboratorioManagementeSanità,MartiridellaLibertà,33, 56127Pisa,Italy.
E-mailaddress:s.derosis@sssup.it(S.DeRosis).
providedbytheInternetand relatedtechnologies[1–3]. Traditionally, healthcare professionals are the patients’ mostreliablesourceofhealth-relatedinformation.Greater accessibilitytotheInternetandthebroadavailabilityof online health-related information have provided a new sourceofhealthknowledgeforpeople.Currently,59%of Europeansgoonlinewhenlookingforhealth-related infor-mation [4]. The growing use of e-health [5–7] and its potentialcontributiontothegoalsofprevention, promo-tionandprotectioninhealth-enhancingstrategies[8–10]
havemadee-healthakeyissueforhealthcaremanagers
http://dx.doi.org/10.1016/j.healthpol.2016.09.012
0168-8510/©2016TheAuthors.PublishedbyElsevierIrelandLtd.ThisisanopenaccessarticleundertheCCBY-NC-NDlicense(http://creativecommons. org/licenses/by-nc-nd/4.0/).
Please cite this article in press as: De Rosis S, Barsanti S. Patient satisfaction, e-health and the evolu-tion of the patient–general practitioner relationship: Evidence from an Italian survey. Health Policy (2016),
http://dx.doi.org/10.1016/j.healthpol.2016.09.012
ARTICLE IN PRESS
G ModelHEAP-3625; No.ofPages14
2 S.DeRosis,S.Barsanti/HealthPolicyxxx(2016)xxx–xxx andpolicymakers,aswellasbeinganareaofinterestfor
thescientificcommunity.
Doctors also need to face tackle the challenges related to e-health, particularly in light of the increas-ingnumberofinformedpatients.E-healthcanaffectthe physician–patientrelationship,aspatientsbecomemore (wellorbadly)informed.Furthermore,thedoctor–patient relationship is changing, also in terms of the medical decision-makingprocess.Thepatient’sroleisprogressively shiftingfromthecompliantorsilentpatient,tothepatient whowantstotakehis/herowndecisions.Aconsensual,or collaborative,decision-makingprocessrequiresmorethan atop–downprocess[11].Thus, thepatientbehaviourof reportinginformationfoundonlinetothephysiciancould becrucialinthedevelopmentofabetterpatient empow-erment,becausebasedonthelegitimationandvalidation ofinformationfoundonline.
Currently,theevidence ontheseissues issomewhat conflicting. In the literature, we foundagreement only onthegeneralprofileofpatientswhoadoptthese tech-nologiesofinformationandcommunication(e-patients). Thereisalsoagreatfragmentationofempiricalresearch atthreelevels:(i)thetypologyofpopulationstudiedand thesamplingmethods;(ii)thefocusofthestudy(i.e. dif-ferenthealth-relatedpurposesofInternetuseore-patient behavioursaftertheInternetsearch);(iii)thedeterminant factorsusedtoanalysethefocusofthestudy.
Our study thus focuses on two specific patient behaviours:(i)usingtheInternetforhealth-related infor-mation; (ii) sharing the information foundonline with thegeneralpractitioner(GP).Theaimofthisresearchis toinvestigatewhetherthesetwo patientbehavioursare affectedbythepreviousrelationshipandexperiencewith theGP and the healthcare system. Multivariatelogistic modelswereusedtoestimatetheassociations between patientcharacteristics, experienceand satisfaction with the physician and the healthcare system, and the two patientbehavioursdescribedabove.Lastly,thiswork pro-videsinsightsintothepotentialroletheGPcouldstillplay in strengthening therelationship withthe patient, also whene-healthisused.TheAndersen’sbehaviouralmodel, developed and widely used for investigating patients’ health-relatedbehaviours[12],wasadoptedasframework fortestingifandhowpotentialinfluencingfactorsimpact e-healthbehavioursofinterest.
2. Background
Table1reportstheresultsofourliteratureanalysisof
e-healthrelatedsurveysandarticlesontheuseofthe Inter-netforhealth-relatedpurposes.Despitethewideinterest in this topic,the scientific basis of e-health behaviours determinants still needsto be establishedand the evi-denceseemslimited [2,13,14].In general,most surveys one-healthusehavetendedtouseskewedsamples[15], suchas:patientswithspecificconditions[16–19],patients interviewed in the place where the healthcare service isprovided [20–23],Internet users surveyedduring the onlineexperience[24–31],orhealthcareproviders[23,32]. Moreover,publishedstudiesone-healthhavebeen con-ductedbothatnational[5,16,20,23,24,26],andlocallevels
[21,33–35],and mostofthemintheUSA[25,28,35–41].
In the Italian context, we found some studies on e-health [20,33,42]that were not always ableto provide population-basedestimatesofInternetuse,itsrelationship tosocio-economicstatus,and behaviouralconsequences associated withtherelationshipwithGPs.Furthermore, althoughassociationswithprevioussatisfactionand expe-riencewithGPsandhealthcareservicesmayseemobvious, theyhavenotbeenwidelyexplored.
2.1. Thee-healthuserprofile
Results from empirical studies on e-health are con-flicting, with the sole exception of the e-patient pro-file in terms of age (young adult or adult, usu-ally between 18–45 years old) and educational level (medium–high)[5,20,21,24,33,36–39,42–46].Thereisno gender-difference in most researchworks. Only certain studieshavefoundthatwomenaremorelikelytosurfthe Internetforhealthinformation[5,41,47].Patients’health conditions (one or more chronic diseases or bad self-perceptionofhealthstatus)havebothbeenfoundtobe associated[5,20,24,45],aswellasnotassociatedwith e-health use[22,38,39,48].In a few studies,patients’ bad experienceanddissatisfactionwiththeirrelationshipwith primarycare(PC)servicesorthehealthcaresystemwere foundtobedeterminantindecidingtousetheInternetfor health-relatedinformation[20,25–28,38].
2.2. Thee-patientbehaviourandtherelationwiththeGP Despite the physician remaining as the most pre-ferred and trusted source of information for patients
[5,34,36,40,42,49–51],byusingtheInternet,thepatients
could occupy a new position in the relationship with thefamilydoctorand havea differentkindofpowerin thedecision-makingprocess[52].TheInternetis consid-ered as a potential powerful tool for health education andempowerment[15,30,51,53–56],aswellasfora pos-itive reconsideration of the patient–doctor relationship
[57].Somestudieshaveinvestigatedtheconsequencesof Internet useby patients in terms of change in general health-behaviour[5,16,20,29,58]and/orintherelationship withphysicians[5,20,26,27,30,36,37,40,59].
Amongthee-healthrelatedbehavioursdescribedin lit-erature,thee-patientchoiceofsharinginformationfound onlinewiththeGPisconsideredanimportantstepinthe patientempowermentprocess.Infact,someauthorshave describedthislatternotonlyasanindividualpattern,but also as product of a complex process involvingseveral actors,basedoninteractions andrelationshipsandona productivepartnershipwiththefamilydoctors[55,60–62]. Inthissense,theempowermentprocessisthusalsobased onthelegitimationbyanexpertprofessionalofthenew knowledgeacquiredontheInternet[29].
However, we found a great variability in the litera-tureoftheratesofe-patientswhodiscusstheinformation found online with their GP: more than a third [59], almost two fifths [35,63], almost a half [26]. In a few works,thee-patientsdidnotreportanyoftheir health-behaviouralchangestothefamilydoctor[27,50].Wewere
Please cite this article in press as: De Rosis S, Barsanti S. Patient satisfaction, e-health and the evolu-tion of the patient–general practitioner relationship: Evidence from an Italian survey. Health Policy (2016), http://dx.doi.org/10.1016/j.healthpol.2016.09.012
AR
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G Model HEAP-3625; No. of Pages 14 S. De Rosis, S. Barsanti / Health Policy xxx (2016) xxx–xxx 3 Table1Mainfindingsfromananalysisoftheliteratureone-healthuseande-health—relatedbehavioursandtheirinfluencingfactors.ThesearchwasrestrictedtopaperswritteninEnglishandpublishedbeforeMay 2015.
Primaryauthor Year Country Sample Results
E-healthdeterminantfactors E-healthoutcomes Determinantfactorsof e-healthoutcomes AndreassenHK 2007 Norway,Denmark,
Germany,Greece, Poland,Portugaland Latvia
Citizens VisitstotheGPduringthepast year,long-termillnessor disabilities,andasubjective assessmentofone’sownhealthas good
Feelingreassuredafterusingthe Internetforhealthreasons,butalso willingtochangedietorlifestyle habitsanddiscusssuggestionsor queriesaboutdiagnoseswithGPs BeckF 2014 France Frenchaged15–30
years
Havingachild;experiencing psychologicaldistress;having alreadyseenadoctor
Changesinhealthbehaviours(e.g. frequencyofmedicalconsultations, wayoftakingcareofone’sownhealth)
Differentfactorswere associatedwithdifferent outcomesofchange,but psychologicaldistress,poor qualityoflife,andlowincome werethemostcommon BiancoA 2013 Italy,Calabria Parentsofstateschool
students
Nosatisfactionwiththeirgeneral practitioner’shealth-related information,butsatisfactionwith informationfromscientific journals
BiermannJS 2006 USA Patientswith musculoskeletal problems
Perceptionofe-healthasauseful adjuncttotraditional
physician–patientinteraction:patients becomemoreexpertonagiventopic; clinicalencountersbecomemore efficient
BrietJP 2014 USA Patientswhouseda freeconsultation website
Dissatisfactionwiththedoctor alreadyseenorthesurgeryhador withtheircurrenttreatment BroomA 2005 Australia Menwithprostate
cancer
Somemedicalspecialistsview Internet-informedpatientsasa challengetotheirpowerinmedical encountersand,asaresult,employ disciplinarystrategiesthatreinforce traditionalpatientrolesandalienate patientswhousetheInternet Caiata-ZuffereyM* 2010 Switzerland Patientsinmedical
practices
Needing:acknowledgment, reductioninuncertainty,and perspective.Thethreeneeds dependonthecharacteristicsof theillness(length,seriousness),of theindividual(toleranceto uncertainty,andsoforth),ofthe doctor(communicativestrategies, andsoforth)andofthecurrent socialcontext
Please cite this article in press as: De Rosis S, Barsanti S. Patient satisfaction, e-health and the evolu-tion of the patient–general practitioner relationship: Evidence from an Italian survey. Health Policy (2016), http://dx.doi.org/10.1016/j.healthpol.2016.09.012
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G Model HEAP-3625; No. of Pages 14 4 S. De Rosis, S. Barsanti / Health Policy xxx (2016) xxx–xxx Table1(Continued)Primaryauthor Year Country Sample Results
E-healthdeterminantfactors E-healthoutcomes Determinantfactorsof e-healthoutcomes Deli ´cD 2006 Croatia UsersoftheInternet
healthportal
Theleadingreasonforseeking medicalinformationwas ‘unansweredquestionsafter visitingaphysician’.Most respondentswentonlinetoseek informationonaspecificillnessor condition
Approximatelyhalfofallrespondents discussedtheinformationtheyfound onlinewiththeirphysicians
Patientswhofeeltheyare giveninsufficientinformation, orsimplyseekmore informationthanphysicians provide,turntousingonline healthinformationwhichno longerseemstobereservedfor thosewiththehighestlevelsof education
DiazJA 2002 USA,ProvidenceRI Patientsenrolledina primarycarepractice
Thee-healthusersareyounger (meanage=45.8years),more educatedandwithgreaterincomes (p≤.001)
59%ofe-healthusersdidnotdiscuss informationwiththeirdoctor.11%of e-healthusersusedtheInternet insteadofseeingorspeakingwiththeir doctors
Neithergender,education level,noragewereassociated withpatientssharingornot sharinginformationwiththeir doctors.Therateof
health-informationqualitywas higheramongthosewho discussedtheinformationthan thosewhodidnot.Ofthose usingInternetinsteadofan encounterwiththedoctor, severalrespondentsreported additionalreasonslinkedto therelationshipwiththe doctortojustifythisbehaviour HesseBW 2005 USA Adultcitizens Theneedforinformationona
specificdisease(cancer)
Physiciansremainedthemosthighly trustedinformationsourceforpatients HouJ 2010 USA Adultcitizens Lesspatient-centred
communication,moreonline healthactivities(forhealthy lifestyles,searchingforhealthcare providers,andhealthinformation). Trustinonlinehealthinformation
Patient–physiciancollaborationcan produceanewbidirectionaloreven networkedmodelthatcanaccelerate clinicalresearchandimprovedelivery ofcancercare
HoustonTK 2002 USA Generalpopulation Internetusersweremostlyfemale, hadamedianageof42years,were whiteandhealthy
Mostindividualsindicatedthatthey “learnedsomethingnew”thelasttime theywentonline
Theincreaseinknowledgedid notvarybyhealthstatus.A fair/poorhealthwasfoundto beassociatedwiththe communicationwiththe healthcareprovider KatzJE 2014 Canada,Quebec Oncologypatients Havingtheneedtolearnmore
abouttheircondition,associated withthewishthatthephysicians providedlinks
KlinarI 2011 Croatia UsersofafreeInternet medicalconsultation service
Beingpregnant;beingtoo embarrassedtotalktoaphysician inperson;wishtoprotectprivacy
Considerablesatisfactionwiththe onlineservice
Please cite this article in press as: De Rosis S, Barsanti S. Patient satisfaction, e-health and the evolu-tion of the patient–general practitioner relationship: Evidence from an Italian survey. Health Policy (2016), http://dx.doi.org/10.1016/j.healthpol.2016.09.012
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G Model HEAP-3625; No. of Pages 14 S. De Rosis, S. Barsanti / Health Policy xxx (2016) xxx–xxx 5 Table1(Continued)Primaryauthor Year Country Sample Results
E-healthdeterminantfactors E-healthoutcomes Determinantfactorsof e-healthoutcomes LemireM 2008 Canada Usersofa
well-established CanadianWebsite
E-healthusedevelopsfeelingsofcompetence andcontrol.Thisimplies:doingwhatis prescribed,makingchoicesbasedonpersonal judgment,andmutualassistance
MartinezCH 2014 USA COPDpatients Perceptionofneedsinsufficiently metbythehealthcaresystem, includingdiagnosticdelay,feeling poorlytreated,insufficient physiciantime,andfeelingtheir physiciandidnotlistentothem MehrotraA 2013 USA Patientswhoused
“eVisit”website
Havingsinusitisoranurinarytract infection,oralongertravel distancetoclinic
Pe ˜na-PurcellN 2008 USA HispanicsintheUS Perceptionofimprovementinunderstanding medicalconditionsandtreatments,andmore confidencetalkingtodoctorsabouthealth concerns.Perceptionofworseningof physician–patientrelationship
RiceRE 2006 USA Generalpopulation Thee-healthoutcomefoundinthisresearch worksareimprovementofwayofobtaining informationonhealthcare,andofhealthand medicalinformationservicesreceived.In addition,theInternetplayedaroleinhow patientstreatthemselveswithamajorillness orotherhealthcondition.IftheInternetwas usedforhealthinformationbothforthe personaluseandforothers,itaffectsdecisions abouthealthtreatmentsorthewaypeople takecareofothersorofthemselves.Infact, e-healthaffectshowtodealwithhealth conditionorhealthandleadstoaskdoctor newquestions,oropinionfrom2nddoctor
Thee-healthoutcomesare determinedbythetypologyof Internetactivity,thehealth seekingbehaviour,education, race,andsex.Alsotheown(or other’s)healthconditions,such ashavingmultiplespecific healthreasonsofInternetuse (includingself-diagnosis),a majorillnessora
disability/handicap,affectthe e-healthoutcomes.Thisstudy alsofoundtobedeterminant thepresenceofonlinesupport groupsandthecredibilityofa website
SiliquiniR 2011 Italy Patientsinhospital Medicalmalpracticeassociated withgender
Achangeinthehealthbehavioursand relationshipswiththeirmedicalproviders:in particular“self-medication”and“negative behaviours”(‘tostartatherapynotprescribed’ and/or‘tochangeorsuspendthetherapy recommendedbythedoctor’)
Asignificantlyhigherriskof negativebehaviourswasfound withincreasingageupto53 years,whiletheabsenceof chronicdiseasesdecreasedthe riskofnegativebehaviours Valero-AguileraB 2014 Spain,Granada Patientswith
urologicalcanceror breastcancerduring theoncology appointment
Thepatient’sactiveroleinthe decision-makingprocess,and undergoingmoreaggressive treatment
Please cite this article in press as: De Rosis S, Barsanti S. Patient satisfaction, e-health and the evolu-tion of the patient–general practitioner relationship: Evidence from an Italian survey. Health Policy (2016),
http://dx.doi.org/10.1016/j.healthpol.2016.09.012
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6 S.DeRosis,S.Barsanti/HealthPolicyxxx(2016)xxx–xxx unabletoidentifyintheliteraturethemostlikelyprofile
ofthee-patients whoengagewiththeirgeneral practi-tionerregardingtheire-healthexperience[64].Inaddition, havingapoorer healthstatus isa characteristic bothof those whodiscusses e-health findings withfamily
doc-tors[41,47],andofthosewhotakehealth-relateddecisions
autonomouslyaftertheonlineexperience[20].
Thecurrentliteraturefocusesondifferentaspectsofthe e-healthphenomenon,butfailstocoversomeelements thatmayaffectonlinepatientempowerment.Thereisstill insufficientempiricalevidenceonthee-healthconsequent behaviourof discussingInternethealth-related informa-tionwiththefamilydoctor,onthetypeofpatientswho usuallydecidetosharetheinformationfoundonlinewith thephysician,andonwhatfactorsinfluencethisbehaviour
[13,64].
3. Aimsandhypotheses
Theaimofthisresearchistoinvestigatewhetheran individual’suseofe-healthisaffectedbyhis/herprevious relationshipandexperiencewiththeGPandthe health-caresystem,both inrelation tothedecision tousethe Internettomeettheirinformation needs,andtodiscuss whattheyfoundontheInternet withtheirfamily doc-tor.Theinfluencingfactorsrelatedtothee-healthusers andtothee-patientbehaviourareselectedconsideringthe previousempiricalstudiesandthepossiblerelationsare investigatedadoptingtheAndersenmodelasthereference framework[12].
In particular, according to the empirical evidence, we formulated three basic hypotheses that we veri-fiedperformingstatisticalmodels.Accordingtothefirst hypothesis,thoseindividualswhofeellesssatisfiedorhave abadexperienceof(a)theirGPor(b)thehealthcare sys-tem,use theInternet for health-related purposes more frequently.Infact,becauseagoodrelationshipwiththe GPisassumedasthebasisofadoctor–patientpartnership, weexpectedtofindanegativeassociationbetween sat-isfactionandgoodexperiencewiththephysicianandthe decisiontousetheInternetforhealth.Ontheotherhand, wehypothesizedthatsharinghealth-relatedinformation foundontheInternetwiththeGPispositivelyassociated withahighersatisfactionandbetterexperiencewiththe samefamilydoctor.
4. Methods
4.1. Contextoftheresearch
The context of the research is Tuscany Region, in Italy.Italyhasapublichealthcaresystem,whichprovides universalcoverageforhealthservices,throughgeneral tax-ation.Thehealthcaresystemismanagedataregionallevel; localhealthauthorities (LHAs) andorganize healthcare servicesand arecomposedofhealthcaredistricts (HDs). TheHDsareresponsibleforprimarycareservicesfortheir area,andintegratehealthcareactivitiesintowelfare ser-vices[65,66].GPshaveagatekeepingroleinthehealthcare system,usuallybeingthefirstcontactbetweenpatients andspecialistcare.
AlthoughtheInternet penetrationisbelowthe Euro-pean average(58.5%in Italy;70.5% in Europe;76.5% in theEuropeanUnion—2014)[4,67],Italy presentsa simi-larpatternofInternetuseforhealth-relatedinformation searching[4].
Tuscanyisa3,7mlinhabitantsregionincentralItaly thatshows characteristicsofe-healthdiffusionand per-formanceofthehealthcaresystemintermsofqualityand usersatisfactionwhichareinlinewithboththenational andtheEuropeancontexts[68].InTuscany,thenumberof familieswithbroadbandInternetaccessisalmost67%[69], whichisanalogoustotheEuropeanpenetrationrate[67]. Inaddition,therateofInternetsearchesforhealth-related purposes in our sample is consistent withthe national samplesinItaly[20,33,42],aswellasinotherEuropean countries[3,5,20,45,70,71],thussuggestingthate-health useissimilarthroughoutEurope[20].
4.2. Designofthestudy
Wecarriedoutananalysisontheresultsofa population-basedcross-sectionalsurveyonsatisfactionandexperience withthehealthcaresystemandservicesinTuscanyRegion (Italy).Thesamplewasrandomlyextracted,andwas repre-sentativeofthewholepopulationofTuscany.Thesampling methodwaschosentomaximisetherepresentativenessof thepopulationandthedifferentexperienceswithseveral differentsettingsofthehealthcaresystem.Thesampling hadastatisticalsignificancelevelof95%andaprecision levelof7%.
The survey wascomposedof four mainsections: (i) satisfaction and experience with GPs; (ii) satisfaction and experiencewiththehealthcaresystem;(iii) health-informationand communication-relatedbehaviours;(iv) socio-economicconditions.Thestructuredquestionnaire wasvalidated by apilot testand administered through computer-assistedtelephoneinterviews(CATI),whichare usedextensivelyinquantitativeresearch[50–52,72]. 4.3. Statisticalanalysis
Weexploredtwodifferentmultivariatelogisticmodels forevaluatingtherelationshipbetweenpatients’ charac-teristics, experiences and satisfaction withbothGP and healthcaresystems,andtheirtwobehavioursobjectsofour study(e-healthuseandthebehaviourafterthee-health use),thusverifyingthehypothesesdescribedabove. 4.3.1. Dependentvariables
Considering the aims of the research, people were asked: ‘When you need health-related information, do youusethe Internet?’,categorisedintotwodichotomous behaviours:‘Iuse/IdonotusetheInternetforhealth-related purposes’.Respondentswereidentifiedase-healthusersif theyansweredthequestionaffirmatively.
The behaviour after the e-health experience was explored by asking e-health users: ‘After you used the Internetforhealth-relatedpurposes,didyoureturntoyour physiciantotalkaboutyouronlinefindings?’.Alsoin this case, the behaviours were dichotomous and mutually exclusive:‘Ishare/Idon’tsharee-healthfindingswithmyGP’.
Please cite this article in press as: De Rosis S, Barsanti S. Patient satisfaction, e-health and the evolu-tion of the patient–general practitioner relationship: Evidence from an Italian survey. Health Policy (2016),
http://dx.doi.org/10.1016/j.healthpol.2016.09.012
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S.DeRosis,S.Barsanti/HealthPolicyxxx(2016)xxx–xxx 7 Consequently,thetwobehavioursarerepresentedby
binaryvariables,whichindicatetheabsenceorpresenceof acertainbehaviourbytakingthevalue0(no)or1(yes).
4.3.2. Independentvariables
Theindependentvariables wereselectedconsidering thepreviousempiricalstudies.
As described in Table 3, gender and chronic illness weredichotomousfactors:respectively,male(0)vsfemale (1), and chronic patients(1) vs not chronicpatient (0). Alltheotherindependentvariableswerecategoricaland interval-based.Inparticular,questionsonsatisfactionand experiencewerebasedonaLikerttypescalewith3or5 intervals.Table3describesinthefirsttwocolumnseach independentvariableandtherelativescales.Moreover,in ordertoavoidcollinearityinthemodels,wealso exam-inedthecorrelationmatrixbetweenallthevariables.With theaimofeliminatingmutualcorrelatedindependent vari-ablesfromthemodel,weconsideredstrongacorrelation withr≥.7.
4.3.3. Modelsofanalysis
Relations betweendependentand independent vari-ableswereinvestigated,accordingtothebehavioural mod-els for investigating patients health-related behaviours. Indeed,basedontheAndersen’smodelofpatient health-relatedbehaviour[12],weconsider‘predisponent’factors, ‘enabling’ factors, and ‘health needs’ at the individual level.Weintegratedseveral‘relational’determinantfactors among‘predisponent’factors,asdescribedinTable2.We defined‘relational’thefactorsrelatedtotheinteractions withthehealthcaresystemandthegeneralpractitioners, intermsofbothpatients’experienceandsatisfaction.In fact,the‘relational’factorslinkedtothehealthcaresystem canaffectboththedeliveryofprimarycareservices,andthe patients’behaviour[48].The‘relational’factorsrelatedto theGPwereincorporatedinthemodel,duetotheir poten-tialpositiveinfluenceonpatients’behavioursofe-health use,aswellasbehavioursthatareconsequenttotheonline experience[73].
For investigating the correlations between the two behaviours and the selectedvariables, two multivariate logisticmodelsweregeneratedseparatelyusingastepwise selectionprocedure,wherebygroupsofvariableswere pro-gressively dropped from the model, if not significantly correlated with the dependentvariables. Consequently, thisprocedureleaveonlytheindependentvariableswith statisticalsignificantcorrelationswiththedependent vari-able.
For each independent variables, we calculated and reportedoddsratios(OR)with95% confidenceintervals (95%CI)and p values.Statisticalsignificance wassetat p<.05.ByreportingtheOR,wequantitativelydescribedthe associationbetweenanexposure(representedbythe inde-pendentvariables,forexamplebeingachronicpatient)and anoutcome(representedbythee-healthbehaviour)[74].
Wereportedthepseudo-R2andtheresultsofthe Like-lihoodratiotest,asindicationofthegoodnessoffitofeach multivariatelogisticmodel[75].
AllanalyseswereperformedwithSASsoftware(version 9.2).
5. Results
5.1. Sampleanalysis
Atotalof1793citizensansweredallfoursectionsand werestudied;ofwhich,629(35%ofthetotalsample)said theyhad used theInternet for health-related purposes.
Table3reassumestheresultsoftheanalysisforeach
vari-ableinassociationwiththetwodichotomousbehaviours ofinterest(chisquaretest).
Themostlikelyprofileofthee-patientwassomeone between18 and 45 years old(n=283; 45% of the sub-sample of e-patients), or someone between 46 and 65 yearsold (n=289;46%)(p<.0001),withatleasta mid-dle school diploma (n=485; 77%; p<.0001). Obviously, havinganADSLconnectionisanimportantfacilitator fac-toralsoforthespecificbehaviourofhealth-relatedonline information-seeking:infact,the96.5%ofe-patientshad suchtypeofInternetconnectionathome(n=607;96.5%; p<.0001).TheInternetusersforhealth-relatedpurposes weremorelikelytobehealthypeople,withahealthstatus reportedasgoodorexcellent(n=599;95%;p<.001),and notaffectedbychronicdiseases(n=415;66%;p<.001). E-healthusersappearedtobehighusersofGPservices:most ofthemvisitedthephysicianmorethanthreetimes dur-ingthelastyear(n=319;50.8%;p<.001).Incontrast,they werelesssatisfiedwiththequalityofthehealthcare sys-temingeneralterms:lessthananhalfofthemhadagood orvery goodopinion ofthehealthcare system(n=288; 47.8%);17.7%(n=111)thoughtthatthehealthcareservices werepoororverypoor(p<.001).
Ofthee-patients,onlyasmallnumbersaidtheyhad never discussed their Internet findings with their GP (n=106;17%):themajority reportedthee-health expe-rience to their GP. Their significant socio-demographic characteristicsshowedthatthesharinge-patientismainly anadultbetween18and65yearsold(18–45years:n=212; 46%;45–65years:n=261;45%;p<.0001),withahigher educationlevel(n=401;76,8%;p<.001)andanADSL con-nection at home(n=503; 96.3%;p<.001); and without health-relatedproblems(goodorexcellentdeclaredhealth status:n=493;54.4%;p<.001;notaffectedbychronic dis-eases: n=337; 64.5%; p<.001). In contrast with results aboutpeoplewho surfedtheInternetfor health-related purposes, who decidedalso toshare the e-health find-ingswiththeGPappearedsignificantlymoresatisfiedwith his/herGP.Infact,the81.7%ofthemwasfullysatisfiedin termsofoverallsatisfactionwiththeGP(n=427;p<.01); 77%fullysatisfiedwiththeinvolvementbytheGPinthe decision making processes (n=403; p<.001); 81% fully satisfiedwithtimespentintheencounterswiththeGP (n=423;p<.01).Intermsofsignificantexperienceswith GPreported bythe interviewede-patients, who shared withtheGPwhatwasfoundonlinehadahigherfrequency ofvisitsin thelastyear(2–3 times:n=192;34%;more than3times:n=280;53.6%;p<.01).Inaddition,these e-patientsalsoreportedasignificantlyworstexperiencein
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Table2
Percentagedistributionofthesamples’characteristicsandresultsofthechisquaretestforeachindependentvariable(firstcolumn)inrelationtoeachof thetwopatientbehavioursofinterest.Asterisksindicatesignificantassociations.
Variables Categories(scale) Totalsample(n=1793) Chisquaretest UseoftheInternetfor health-relatedpurposes
Sharingofe-health findingswiththeGP No(n=1165) Yes(n=629) No(n=106) Yes(n=522)
Agegroup***
18–45(1) 29.11 20.52 45.06 40.57 45.99
46–65(2) 46.12 46.09 46.18 50 45.23
Over65(3) 24.76 33.39 8.76 9.43 8.78
Sex MaleFemale(0)(1) 30.7369.27 30.4769.53 31.2168.79 38.6861.32 29.5870.42
Education*** Low(1) 43.95 55.28 22.93 27.36 22.14 Medium(2) 41.27 33.99 54.78 53.77 54.77 High(3) 14.78 10.73 22.29 18.87 23.09 ADSL*** No(0) 27.00 39.74 3.5 2.83 3.63 Yes(1) 73.00 60.17 96.5 97.17 96.37 Healthstatus* Low(1) 5.91 6.52 4.78 .94 5.53 Medium(2) 49.69 51.59 46.18 50.94 45.04 High(3) 44.39 41.89 49.04 48.11 49.43 Chronicillness* No(0) 61.52 58.97 66.24 73.58 64.5 Yes(1) 38.48 41.03 33.76 26.42 35.5 ExplanationsofGP recommendation Notsatisfied(1) 2.51 2.15 3.19 4.72 2.87 Quitesatisfied(2) 13.18 12.9 13.72 16.98 13 Fullysatisfied(3) 84.3 84.95 83.09 78.3 84.13 Participationin decisionwithGPˆˆ Notsatisfied(1) 6.03 5.42 7.18 16.04 5.35 Quitesatisfied(2) 16.2 15.91 16.75 12.26 17.59 Fullysatisfied(3) 77.77 78.68 76.08 71.7 77.06
Timespentduringthe visitwiththeGPˆ
Notsatisfied(1) 4.13 4.3 3.83 10.38 2.49 Quitesatisfied(2) 15.53 14.27 17.86 24.53 16.44 Fullysatisfied(3) 80.34 81.43 78.31 65.09 81.07 Overallsatisfaction withGPˆ Notsatisfied(1) 3.69 3.69 4.94 8.49 4.2 Quitesatisfied(2) 13.91 13.91 15.92 24.53 14.12 Fullysatisfied(3) 82.4 82.4 79.14 66.98 81.68
NumberofGPvisitsper year***ˆ
Neveroronce(1) 10.09 8.58 12.9 15.09 12.4
2–3times(2) 31.96 29.61 36.31 48.11 33.97
Morethan3times(3) 57.95 61.8 50.8 36.79 53.63
Suggestionsaboutlife styleˆ Never(1) 40.4 40.83 39.62 50.48 37.28 Sometimes(2) 25.8 25.06 27.16 30.48 26.77 Always(3) 33.8 34.11 33.23 19.05 35.95 Overallsatisfaction abouttheRHS**
Notsatisfiedatall(1) 2.23 1.63 3.34 8.49 9.16
Notverysatisfied(2) 13.5 13.05 14.33 36.79 35.31
Quitesatisfied(3) 31.62 30.04 34.55 45.28 49.24
Verysatisfied(4) 48.35 49.96 45.38 9.43 5.15
Fullysatisfied(5) 4.29 5.32 2.39 0 1.15
KnowledgeaboutRHS services
Notsatisfiedatall(1) 10.21 10.82 9.08 4.72 3.05
Notverysatisfied(2) 37.42 38.37 35.67 12.26 14.69
Quitesatisfied(3) 46.4 45.24 48.57 39.62 33.4 Verysatisfied(4) 4.91 4.46 5.73 41.51 46.18 Fullysatisfied(5) 1.06 1.12 .96 1.89 2.67 ReturntoRHSoffices duetomalpractice Always(1) 2.01 1.63 2.71 1.89 2.86 Sometimes(2) 14.5 13.48 16.4 13.21 17.18 Never(3) 83.49 84.89 80.89 84.91 79.96
***pvalue<.0001fore-healthuse. ** pvalue<.001fore-healthuse.
* pvalue<.01fore-healthuse.
ˆˆ pvalue<.001fore-healthinformationsharing. ˆpvalue<.01fore-healthinformationsharing.
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S.DeRosis,S.Barsanti/HealthPolicyxxx(2016)xxx–xxx 9 termssuggestionsbyGPaboutabetterlife-style(never:
n=195;37.3%;sometimes:n=140;26.7%;p<.01).
5.2. Multivariateanalysis
Afteracollinearityanalysistoidentifymutually corre-latedfactors,thefollowingvariableswereeliminated:(ii.1) ADSLconnectionathome,co-linearwiththesocio-cultural features(i.1)ageand(i.3)education;(iv.5)general satis-factionwithGP,co-linearwithitscomponents(iv.1;iv.2); (v.2)durationofGPvisit,co-linearwithothercomponents ofsatisfactionandexperiencewithGP(iv.1;iv.2;iv.3;v.1; v.3).
Resultsofthemultivariatelogisticanalysiswith step-wise selection are reported in Table 4 for the general e-health behaviour, and in Table 5 for the e-patient behaviouraftere-healthuse.
5.2.1. E-healthuserprofile
Ashighlightedbythestatisticsabove,thosewho gener-allyusetheInternetforhealth-relatedpurposesinTuscany weremainlyyoung(p<.0001)withamedium–high edu-cationallevel(p<.0001)(Table2).
Thevariablerelatedtotheoverallsatisfactionwiththe healthcaresystemappearedtobesignificantlyassociated withe-healthuse(Table4).Thehigherthegeneral satisfac-tionwiththehealthcaresystem,thelowerthetendencyto usetheInternetforhealthpurposes.Inparticular,those whowerequitesatisfied(OR=.48;p=.03),verysatisfied (OR=.4;p=.008)andfullysatisfied(OR=.28;p=.005)used theInternetlessthanthosewhowerenotatallsatisfied.In contrast,ourresultssuggestthatvariablesrelatedto satis-factionandexperiencewithGPswerenotassociatedwith e-healthuse,andthereforethesevariableswereexcluded fromthelogisticmodelbythestepwiseselectionprocess.
5.2.2. Behaviouraftere-healthuse
Whenperformingthelogisticanalysisforthee-health behaviour,‘Idiscuss/Idon’tdiscusswhatIfindonthe Inter-netwithmy GP’,a significantchangewasfoundinthe typologyofvariablesinfluencinghealth-relatedbehaviour
(Table5).
Thesocio-demographicvariableswerenotfoundtobe significantlyassociatedwiththedecisiontoshareonline findingswiththeGP,andwereexcludedfromthemodel bythestepwiseselectionprocedure.
Theanalysisshowedasignificantandpositive associ-ationbetweenthepositivebehaviour‘Idiscuss’andtwo variablesrelated tosatisfactionandexperiencewiththe GP.PatientstalkedtotheirGPaftertheire-health experi-encemorefrequentlyiftheyfeltmoresatisfiedwiththeir involvementintheirGP’sdecisionsconcerningtheirhealth (‘quitesatisfied’:OR=2.6,p=.005;‘fullysatisfied’:OR=4, p=.0001).TheperceptionoftheirGP’sinterestintheir gen-eralhealthstatusalsopositivelyaffectsthebehaviourof e-healthusers:thosewhoreceivedalwaystheGP’s sug-gestions regarding their life-style shared their e-health findingswiththeirGPmore(OR=2.3,p=.005). Table
3 List of independent variables selected on the base of the literature, for each of the two multivariate logistic models: use of the Internet for health related purposes (model 1); sharing with the GP the information found online (model 2). Main category Typology of factors Level Independent variables Use of Internet for health information (model 1) Sharing with GP the information found online (model 2) Individual factors (i) Predisponent factors /// (i.1) Age x x (i.2) Gender x x (i.3) Education x x (ii) Enabling factors /// (ii.1) ADLS connection at home (iii) Health needs /// (iii.1) Health status x x (iii.2) Presence of chronic illness x x Relational factors (iv) Predisponent factors: level of satisfaction GP (iv.1) Explanations offered by the GPs x x (iv.2) Level of participation in the decision-making process regarding treatment and care x x (iv.3) Overall satisfaction with the GP Healthcare system (iv.4) Overall satisfaction with the healthcare system x (iv.5) Level of knowledge of healthcare system x (v) Predisponent factors: experience GP (v.1) Number of GP visits per year x x (v.2) Time spent with the GPs x x (v.3) Suggestions by the GPs regarding life style x x Healthcare system (v.4) Return to administrative healthcare offices again for the original purpose due to inefficiency or malpractice x
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Table4
Internetuseforhealth-relatedpurposes,accordingtosocio-demographicfeaturesandvariablesofsatisfactionandexperiencewithGPandhealthcare system:resultsofthemultivariatelogisticregressionwithstepwiseselection(n=629).
Socio-demographicsandhealthneeds OR 95%CI p-Value
Individual predisponentfactors
Agegroup Over65 Reference
46–65 3.002 3.756 7.514 <.0001
18–45 5.312 2.165 4.162 <.0001
Education Low Reference
Medium 2.955 2.312 3.776 <.0001
High 3.838 2.791 5.279 <.0001
Satisfactionwiththehealthcaresystem OR 95%CI p-Value
Relational predisponentfactors
Overallsatisfaction Notsatisfiedatall Reference
Notverysatisfied .524 .258 1.068 .0491
Quitesatisfied .481 .244 .948 .0345
Verysatisficed .406 .207 .796 .0087
Fullysatisfied .284 .116 .695 .0058
PseudoR2.171.Likelihoodratiotest307.31.p-Value<.001. Theboldvaluesarestatisticallysignificantvalues.
Table5
Behaviour(aftertheInternetuse)ofsharingtheinformationfoundonlinewiththeGP,accordingtosocio-demographicfeaturesandvariablesofsatisfaction andexperiencewithGP:resultsofthemultivariatelogisticregressionwithstepwiseselection(n=522).
SatisfactionwiththeGP OR 95%CI p-Value
Relational predisponentfactors
Participation Notsatisfied Reference
Quitesatisfied 2.621 1.321 5.254 .0057
Fullysatisfied 4.002 1.366 5.209 .0014
ExperiencewiththeGP OR 95%CI p-Value
Relationalpredisponentfactors Suggestionsaboutlifestyle Never Reference
Sometimes 1.070 .711 1.571 .7842
Always 2.352 1.197 2.766 .0051
PseudoR2.1003.Likelihoodratiotest58.78.p-Value<.001. Theboldvaluesarestatisticallysignificantvalues.
6. Discussion
Thisstudyprovidesabetterunderstandingoftwo
spe-cificpatientbehavioursrelatedtoe-health: (i)usingthe
Internet for health-related purposes;(ii) sharingonline
findingswiththeirGP.
The profile of the e-health user described by this
article (young person with a medium-to-high level
of education) is in accordance with the literature
[5,20,21,24,33,36–39,42–46]. Our results confirm that
thereisstilla“digitaldivide”betweenonlineandoffline healthinformationseekers:elderlypeopleandpeoplewith alowerlevelofeducationarelesslikelytousetheInternet forhealth-relatedpurposes.Thisreflectsageneralmodel ofpeople’sInternetuse,aswellasthelowerincidenceof Internetaccessinolderpeople’shomes,whichshouldbe an“enablinge-healthresource”[76].Withregardto disad-vantagedpatientsintermsofhealthconditions,wedidnot findanysignificantassociation.
Accordingtotheresultsofourstudy,only ‘predispo-nentfactors’,bothatindividualandrelationallevels,were foundtobestatisticalsignificantassociatedwiththetwo patientbehavioursofinterest. Oneofthemainfindings ofourresearchwasthate-healthuseis,ingeneral, sig-nificantly determined only by the satisfaction with the healthcaresystem,inadditiontosocio-demographic fea-tures.Ourhypothesisthatpatientswhowerelesssatisfied
withthehealthcaresystemusede-healthmorewas con-firmedbyourresults,incontrasttothefindingsofanother recentstudy[21].Thesefindingssuggestthatpatient sat-isfactionwithlocalhealthcaresystemhaveaninfluenceon thecomplexprocessofpatienthealthliteracyonline,by representingalevertorefertotheInternetforobtaining health-relatedinformation.
This study indicates that neither satisfactory nor unsatisfactory relationshipswiththe GPare necessarily associatedwiththedecisionofwhetherornottousethe Internet.Theseresultscontradictourhypothesisthatthe satisfactionandexperiencewithaGPinfluencese-health useandarenotinaccordancewiththeliterature[28,33].
Althoughthereisnoassociationbetweene-healthuse andsatisfactionwithGPs,theroleoftheGPremains sig-nificantlyimportantinthepatientbehaviouraftere-health experience. According to the relational perspective of patientempowerment[29,55,60],aproductivepartnership with the family doctor, encompassing his/her legitima-tionofinformationfoundonline,couldsupporta‘better’ health literacy (preventing the e-health risk related to inaccurateinformation),andamore‘appropriate’ empow-erment(fillingthegapbetweenpatienthealtheducation achieved online and positive health-related decisions)
[29,55,60–62,77,78].Ourresultsrelatedtothebehaviour
ofsharingonlineinformationwiththeGPshowedthat e-patientsinvolvetheirGPinthee-healthexperiencemore,if
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S.DeRosis,S.Barsanti/HealthPolicyxxx(2016)xxx–xxx 11 theyfeelmoreinvolvedbytheirGPinthedecision-making
processes.Thisseemstoconfirmtheideathatthe empow-erede-patientneedsastrongerrelationshipwiththeirGP
[79].
Inrelationtothosestudiesthatemphasiseareduction inthephysicians’influenceonpatients’decisionsasa con-sequenceofInternetuse[15,80],ourfindingsalsoindicate that GPs couldhavea role in theimpactof e-health,if theytreatnotonlythepatient’s illnesses,butalsomeet thepatient’sinformationneeds(forexample,offering sug-gestionsonthelife-styleofthepatient)andbuildonthe relationshipduringtheencounters(forexample,involving patientsinthedecisionmakingprocess).
7. Policyimplications
The results of our study emphasise that e-health is widelydiffusedandmayhaveanimportantrolein health-carechange.WefoundthatInternetuseforhealth-related purposes is not universal and does not influence the useofhealthcareservicesandhealthinformation-seeking behavioursofthewholepopulation[59].Equalaccessto onlinehealthinformationandliteracycannotbetakenfor granted.Indeed,successfulempoweringinterventions can-not be“standard” [81],but shouldbe tailoredtotarget groups.Specificformsofcommunicationandinformation may bedeveloped by takinginto consideration specific information-seekingbehaviours,healthskills,educational levelande-skillsofpotentialpatients.Ouranalysis high-lightedtwomaingroups:olderpeopleand/orpeoplewith alowerlevelofeducation;youngerpeopleand/ormore literatepeople.
Ourresultsindicatethatdissatisfactionwiththe health-caresystemaffectthepatient’sdecisiontochoosee-health to improve their health knowledge. This may result in increasingthedistancebetweenthepatientandthe health-caresystem,oradecreaseinthetrustinthehealthcare systemassourceofhealth-relatedinformation.Public poli-ciescouldfollow a double strategy,in ordertoprevent antagonism and to improve convergence among these two potentialinstrumentsofhealth-literacy:(i) consen-susregardinghealthknowledgeanditsorganisationand collection online, or its legitimation, by selecting reli-able health-related websites; (ii) analysis of the levels of patient satisfaction with the health-caresystem and services,aimedatidentifyingweaknessesandat improv-ing health-careservices, theirpatient-centeredness and responsiveness.
Theroleofthegeneralpractitionersappearstobevery important.A‘double-empowerment’processisneeded:by thepatientontheInternetandbytheGPduring encoun-ters. The patient–Web–physician [55] triangulation can impactonthedynamicsofthedoctor–patientrelationship and ontheempowermentprocess.In thistriangulation, theroleoftheGP(andtheprecedingrelationshipbuiltup withthepatient)coulddeterminewhetherthebehaviour after the e-health experience will be positive or nega-tive,orwhetherornotthee-healthexperiencewilllead to an ‘appropriate’ empowerment. If patientsare satis-fiedwiththeGP’swillingnessandabilitytoinvolvethem, thentheywillreturntotheirfamilydoctortodiscussthe
informationfoundontheInternetand,possibly,applyit properly.Thus,thevirtuouscircleofappropriate empow-ermentthroughtheInternetrequiresGPstoplayanactive role. Currently,the useoftheInternet is quitediffused amongphysicians,butforrespondingtoinformationneeds ofthecliniciansmorethantoexplorethepotentialsources ofhealth-relatedinformationforpatients[82].Incontrast, physiciansshouldknowwhatonlineresourcesare avail-able,beamentorformoreinformedorcuriouspatients, guidingthemtoreliableandaccuratewebsites,anddiscuss the information they find online [36,83,84]. This ‘net-friendly’behaviourofthephysician“canbeeffectivefor agenuinepartnershipwithpatients”[55].
Effectiveempowermentstrategiesshouldbuildonand reinforceparticipation[81],andthusestablishabalance betweenincreasedpatientautonomyindecision-making andtrustin thephysician.Thispracticecouldavoidthe e-healthrisksrelatedtomisinformationduetothe inaccu-rateand/ornon-scientificknowledgeavailableonline,and relatedtothepotentialinabilityofe-healthusersto under-standorappropriatelyusehealthinformationfoundonline
[55,85,86]. Furthermore, GPs could empower patients
in their daily practice, by responding to their health informationneedsaccordingtotheire-skillsandhealth competences,andbybuildingarelationshipaccordingto patientpreferencesregardingparticipationordelegation indecision-making.
8. Conclusions
Our study explored the correlations between two patients’behaviours(togoonlineforhealth-related pur-posesandtoshareonlinefindingswiththeGP)andseveral variablesrelatedtosocio-demographiccharacteristicsand health needs of the patientsand their satisfaction and experiencewith thehealthcare systemand thegeneral practitioner.
Ourfindingsdemonstratethattherecoursetothe Inter-net for health-related purposes by patients is positive associatedwithbeingyoung,literateanddissatisfiedwith theoverallhealthcaresystem.Incontrast,thebehaviourof sharinghealth-relatedinformationfoundonlinewiththe physicianispositivelystatisticalsignificantassociatedwith thesatisfactionforthelevelofparticipationinthedecision makingprocessandwiththefrequencyofGP’ssuggestions onlife-style.
In general, thetrust and satisfaction for the health-caresystemappearedgoodleversfororientatingpatients towardsahealth-relatedinformationsource.Ontheother hand, our findings demonstrate that e-patients need a strong partnership with the physician for involving him/her in their e-health experience. It emerged the importanceofshareddecision-makingprocessandmutual engagementinthedigitalera.
9. Limitationsandfutureresearch
Oursurveyquestionsdidnotfocusonthequalityofthe informationfoundonline.However,concernsremainabout thequalityofinformation availableontheInternetand thequalitymeasuringmethods.Futureresearchshouldbe
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12 S.DeRosis,S.Barsanti/HealthPolicyxxx(2016)xxx–xxx undertakentoinvestigatethepotentialinfluenceof
differ-entsourcesofonlineinformationone-patientbehaviour. Thestudywasa “snapshot”surveyand cannot iden-tifytrendsintheuseofe-health.Wewerethereforeable toexamineassociationsbetweendependentand indepen-dentvariables.
Another limitation in this study is that the survey wasconducted only in Tuscany.Although our research describesalocalexperience,resultscouldalsobe gener-alizedwithcautionattheinternationallevel.Itcouldbe comparedtoothersimilarcontextswithanalogous charac-teristics.Furthermore,ourstudyispopulation-based:the samplewascomposedofmorethan1700adults(over18 years)ofanyage.Theanalysisandthemethodologyhave aninternalviabilityandcanbereplicatedbothintermsof thesurveyandstatisticalmodels.
However,thedatasourceforthisstudywasinformation self-reportedby respondents.The information provided wasnotvalidatedbyanobjectivesource.Recallbiasisa possibilitybecausetheevaluationofself-reported infor-mationand behaviourpatternswasretrospective. Thus, therespondentsmighthaveforgottensomeoftheir experi-encesandpreviousvisitstohealthcarefacilities.However, thereislittleevidenceintheliteratureofmoredataloss ordistortion intelephoneinterviewscomparedto face-to-faceinterviews,orthattheinterpretationorqualityof findingscanbecompromisedwheninterviewdatais col-lectedbytelephone.
Despitetheseconstraints,webelievethatthestudyhas advancedtheknowledgeone-health,integratedwiththe issuesofpatient–doctorrelationshipandpatient empow-ermentparadigms. Futureresearchshouldbroaden this analysis,according toother cultural and organisational backgrounds.Otherpatientbehavioursshouldbe inves-tigated,whichcouldresultfrome-healthexperiences,in ordertodeepentheunderstandingofhowe-healthaffects thedynamicsofhealthcareorganisations.
Conflictofinterest
Theauthorsdeclarethattheyhavenocompeting inter-estsorconflictofinterest.
Authors’information
SDR,PhDinManagement,Competitivenessand Devel-opment with a Telecom Italia grant, has actually a post-doctoralfellowshipattheScuolaSuperioreSant’Anna (SSSA)ofPisa,Italy.Herresearchinterestistechnological andbusinessinnovationinhealthsystems.
SBisan AssistantProfessorat SSSA.Shecoordinates applied research projects and contributes to executive education programs. Her current interests are perfor-manceevaluationsystemsandbenchmarkinginprimary healthcare,andinequalitiesinhealthcareandinternational healthcaresystems.
Authors’contributions
SDRandSBparticipatedinthestudydesignand inter-pretedtheresults.SBparticipatedinacquiringthedataand
performedtheanalyses.SdRandSBwrotehypothesesand analysisframework,methods,resultsandlimitationsofthe manuscript.SDRwroteliteraturereviewanddiscussions. Allauthorsread,revisedandapprovedthefinalmanuscript. Acknowledgements
ThisworkwasfinancedbytheRegionofTuscany.We thank thestaffof Laboratorio ManagementeSanità for theirworkin surveyadministrationanddatacollection. WeareespeciallygratefultoProfessorsSabinaNuti,Chiara SeghieriandAnnaMariaMurantefortheirinspiration, sup-portandsuggestions.SdRisgratefultoTelecomItaliafor hergrantandforthesupportofTelecomJointWhiteLabof Pisa,Italy.
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