<?xml version="1.0" encoding="UTF-8"?><?xml-stylesheet type="text/xsl" href="static/style.xsl"?><OAI-PMH xmlns="http://www.openarchives.org/OAI/2.0/" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/ http://www.openarchives.org/OAI/2.0/OAI-PMH.xsd"><responseDate>2026-09-20T17:28:39Z</responseDate><request verb="GetRecord" identifier="oai:helda.helsinki.fi:10138/578690" metadataPrefix="dim">https://helda.helsinki.fi/server/oai/request</request><GetRecord><record><header><identifier>oai:helda.helsinki.fi:10138/578690</identifier><datestamp>2026-07-27T16:41:45Z</datestamp><setSpec>com_10138_18086</setSpec><setSpec>com_10138_17738</setSpec><setSpec>col_10138_18098</setSpec></header><metadata><dim:dim xmlns:dim="http://www.dspace.org/xmlns/dspace/dim" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xmlns:doc="http://www.lyncode.com/xoai" xsi:schemaLocation="http://www.dspace.org/xmlns/dspace/dim http://www.dspace.org/schema/dim.xsd">
   <dim:field mdschema="dc" element="contributor" lang="fi">Helsingin yliopisto, Valtiotieteellinen tiedekunta</dim:field>
   <dim:field mdschema="dc" element="contributor" lang="en">University of Helsinki, Faculty of Social Sciences</dim:field>
   <dim:field mdschema="dc" element="contributor" lang="sv">Helsingfors universitet, Statsvetenskapliga fakulteten</dim:field>
   <dim:field mdschema="dc" element="contributor" qualifier="author">Kovalainen, Olli-Tuomas</dim:field>
   <dim:field mdschema="dc" element="contributor" qualifier="thesisadvisor">Meitz, Mika</dim:field>
   <dim:field mdschema="dc" element="date" qualifier="issued">2024</dim:field>
   <dim:field mdschema="dc" element="identifier" qualifier="uri">URN:NBN:fi:hulib-202406283513</dim:field>
   <dim:field mdschema="dc" element="identifier" qualifier="uri">http://hdl.handle.net/10138/578690</dim:field>
   <dim:field mdschema="dc" element="description" qualifier="abstract" lang="und">The possibility for patients to renew electronic prescriptions online was introduced in Finland in November&#xd;
2015. This thesis sets out to answer whether the adoption of this new feature contributed to the medication&#xd;
persistence of antidepressant users by reducing the effort involved in renewing prescriptions. Online renewal&#xd;
can be considered a part of a larger programme to utilise technology to improve Finnish health care, whereas&#xd;
a major necessary intermediary step towards the adoption was the implementation of electronic prescribing.&#xd;
Previous research by Böckerman et al. (2023) documenting an increase in benzodiazepine use following eprescribing serves as an example of the access-improving potential of technology.&#xd;
In addition to describing the institutional setting, this thesis includes a literature review of the economics of&#xd;
medication adherence and health information technology. The methodology section provides an overview of&#xd;
the chosen methods, a mixed effects Cox model with a random intercept, i.e. a frailty model, and a linear&#xd;
probability model with a difference-in-differences estimator and patient fixed effects.&#xd;
While the results of the frailty models without time controls estimated that the hazard of renewal was&#xd;
around three times larger for prescriptions renewable online, this result was contradicted by the last frailty&#xd;
model with time dummies, which suggested that the hazard of renewal for prescriptions renewable online was&#xd;
half of that of prescriptions not renewable online. Both the preliminary inspection of cumulative incidence&#xd;
curves as well as the supplementary analysis with the linear probability model corroborate the notion that&#xd;
online renewal is associated with lower renewal rates. A causal interpretation would be that online renewal&#xd;
had a modest negative effect on the probability of renewal, likely explained by misallocation of online&#xd;
renewal requests to doctors unfamiliar with the patients, resulting in the rejection of those requests.&#xd;
However, given the presence of major underlying trends towards longer-running prescriptions, culminating in&#xd;
the legislative extension of prescription validity at the start of 2017 right after the end of the study period of&#xd;
this thesis, further analysis is needed to verify these findings.</dim:field>
   <dim:field mdschema="dc" element="language" qualifier="iso">eng</dim:field>
   <dim:field mdschema="dc" element="publisher" lang="fi">Helsingin yliopisto</dim:field>
   <dim:field mdschema="dc" element="publisher" lang="en">University of Helsinki</dim:field>
   <dim:field mdschema="dc" element="publisher" lang="sv">Helsingfors universitet</dim:field>
   <dim:field mdschema="dc" element="subject">online renewal</dim:field>
   <dim:field mdschema="dc" element="subject">medication persistence</dim:field>
   <dim:field mdschema="dc" element="subject">medication adherence</dim:field>
   <dim:field mdschema="dc" element="subject">antidepressants</dim:field>
   <dim:field mdschema="dc" element="subject">mixed effects Cox model</dim:field>
   <dim:field mdschema="dc" element="subject">frailty model</dim:field>
   <dim:field mdschema="dc" element="subject">linear probability model</dim:field>
   <dim:field mdschema="dc" element="subject">difference-in-differences</dim:field>
   <dim:field mdschema="dc" element="subject">hassle costs</dim:field>
   <dim:field mdschema="dc" element="subject" qualifier="yso" lang="und">persistenssi</dim:field>
   <dim:field mdschema="dc" element="subject" qualifier="yso" lang="und">adherenssi</dim:field>
   <dim:field mdschema="dc" element="subject" qualifier="yso" lang="und">ekonometriset mallit</dim:field>
   <dim:field mdschema="dc" element="subject" qualifier="yso" lang="und">masennuslääkkeet</dim:field>
   <dim:field mdschema="dc" element="subject" qualifier="specialization" lang="fi">Tutkimuksen opintosuunta</dim:field>
   <dim:field mdschema="dc" element="subject" qualifier="specialization" lang="en">Research track</dim:field>
   <dim:field mdschema="dc" element="subject" qualifier="specialization" lang="sv">Tutkimuksen opintosuunta</dim:field>
   <dim:field mdschema="dc" element="subject" qualifier="degreeprogram" lang="fi">Taloustieteen maisteriohjelma</dim:field>
   <dim:field mdschema="dc" element="subject" qualifier="degreeprogram" lang="en">Master&amp;apos;s Programme in Economics</dim:field>
   <dim:field mdschema="dc" element="subject" qualifier="degreeprogram" lang="sv">Magisterprogrammet i ekonomi</dim:field>
   <dim:field mdschema="dc" element="title" lang="und">Antidepressant Persistence Before and After the Introduction of Online Renewal</dim:field>
   <dim:field mdschema="dc" element="title" qualifier="alternative" lang="und">Masennuslääkkeiden persistenssi ennen reseptien verkkouusintaa ja sen jälkeen</dim:field>
   <dim:field mdschema="dc" element="type" qualifier="ontasot" lang="fi">pro gradu -tutkielmat</dim:field>
   <dim:field mdschema="dc" element="type" qualifier="ontasot" lang="en">master&amp;apos;s thesis</dim:field>
   <dim:field mdschema="dc" element="type" qualifier="ontasot" lang="sv">pro gradu-avhandlingar</dim:field>
   <dim:field mdschema="dc" element="rights" qualifier="accesslevel">restrictedAccess</dim:field>
   <dim:field mdschema="dct" element="identifier" qualifier="urn">URN:NBN:fi:hulib-202406283513</dim:field>
   <dim:field mdschema="others" element="access-status">restricted</dim:field>
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