A randomized trial of the effect of four forms of psychotherapy on depressive and anxiety disorders

Koko: px
Aloita esitys sivulta:

Download "A randomized trial of the effect of four forms of psychotherapy on depressive and anxiety disorders"

Transkriptio

1 77 Paul Knekt and Olavi Lindfors eds. Kela 2004 Studies in social security and health A randomized trial of the effect of four forms of psychotherapy on depressive and anxiety disorders Design, methods, and results on the effectiveness of short-term psychodynamic psychotherapy and solution-focused therapy during a one-year follow-up

2 A RANDOMIZED TRIAL OF THE EFFECT OF FOUR FORMS OF PSYCHOTHERAPY ON DEPRESSIVE AND ANXIETY DISORDERS

3

4 KELA THE SOCIAL INSURANCE INSTITUTION, FINLAND Studies in social security and health 77 A randomized trial of the effect of four forms of psychotherapy on depressive and anxiety disorders Design, methods, and results on the effectiveness of shortterm psychodynamic psychotherapy and solution-focused therapy during a one-year follow-up Edited by Paul Knekt and Olavi Lindfors YHTEENVETO Satunnaistettu kliininen koe neljän psykoterapiamuodon vaikuttavuudesta masennustiloihin ja ahdistuneisuushäiriöihin Asetelma, menetelmät ja tulokset lyhyen psykodynaamisen psykoterapian ja voimavarasuuntautuneen terapian vaikuttavuudesta yhden vuoden seurannan aikana Helsinki 2004

5 The publications in this series have undergone a formal referee process. Cover: Petra Niilola and Riitta Nieminen Picture: Harri Heikkilä ISBN ISSN Printed by Edita Prima Ltd. Helsinki 2004

6 AUTHORS Paul Knekt, P.H.D., Research Professor The Social Insurance Institution and National Public Health Institute, Helsinki Olavi Lindfors, Lic. Psych., Psychoanalyst (IFPS) Biomedicum Helsinki, Helsinki Camilla Renlund, M.D., Psychoanalyst (IPA) Biomedicum Helsinki, Helsinki Markku Kaipainen, M.D., Ph.D., Psychiatrist Hospital District of Helsinki and Uusimaa, Department of Psychiatry, Helsinki University Central Hospital, Helsinki Päivi Mäkelä, M.Pol.Sc., Researcher Biomedicum Helsinki, Helsinki Aila Järvikoski, Ph.D., Professor Rehabilitation Foundation, Helsinki Timo Maljanen, M.Pol.Sc., Researcher The Social Insurance Institution, Helsinki Mauri Marttunen, M.D., Ph.D., Professor Biomedicum Helsinki, Helsinki Raimo Raitasalo, Ph.D., Docent The Social Insurance Institution, Helsinki

7 Tommi Härkänen, Ph.D., Statistician Biomedicum Helsinki, Helsinki Esa Virtala, Data Manager Biomedicum Helsinki, Helsinki Harri Rissanen, Research Assistant Biomedicum Helsinki, Helsinki Hanna Laine, M.A. (Educ.), Researcher Biomedicum Helsinki, Helsinki Jorma Hannula, M.D., Psychiatrist Biomedicum Helsinki, Helsinki Veikko Aalberg, M.D., Ph.D., Docent Hospital District of Helsinki and Uusimaa, Hospital for Children and Adolescents, Helsinki University Central Hospital, Helsinki and the Helsinki Psychotherapy Study group (Appendix 1)

8 Abstract Knekt P, Lindfors O, eds. A randomized trial of the effect of four forms of psychotherapy on depressive and anxiety disorders. Design, methods, and results on the effectiveness of short-term psychodynamic psychotherapy and solution-focused therapy during a one-year follow-up. Helsinki: The Social Insurance Institution, Finland, Studies in social security and health 77, pp. ISBN The Helsinki Psychotherapy Study (HPS) is a randomized clinical trial comparing the effectiveness of four forms of psychotherapy in the treatment of depressive and anxiety disorders. A total of 367 Finnish psychiatric outpatients from the Helsinki region, years of age and suffering from depressive or anxiety disorders, were recruited for the study in A total of 326 patients were randomly assigned to one of 3 treatment groups: solution-focused therapy, short-term psychodynamic psychotherapy, and long-term psychodynamic psychotherapy. The patients assigned to the longterm psychodynamic psychotherapy group and 41 patients self-selected for psychoanalysis were included in a quasi-experimental design. The primary outcome measures were depressive and anxiety symptoms, while secondary measures included work ability, need for treatment, personality functions, social functioning, and life style. Cost-effectiveness was determined. The data were collected from interviews, questionnaires, psychological tests, and public health registers. The outcome measures were assessed up to 9 times during a 5-year follow-up. Patients on short-term psychodynamic psychotherapy and solution-focused therapy showed considerable decline in depressive and anxiety symptoms during the first year of follow-up, whereas work ability, personality functions, and social functioning were only slightly improved. The result did not differ between the 2 forms of therapy; both types are thus effective in the treatment of depressive and anxiety disorders but for the majority of patients they are not sufficient in producing recovery. Longer follow-ups are needed to evaluate the duration of treatment effects in the 2 groups. The HPS is one of the largest clinical trials on the effect of psychotherapy in the treatment of depressive and anxiety disorders. The results are likely to be incorporated into clinical practice and to impact public health. Key words: anxiety disorder, depressive disorder, psychodynamic psychotherapy, psychoanalysis, randomization, solution-focused therapy, clinical trial

9 Tiivistelmä Knekt P, Lindfors O, toim. Satunnaistettu kliininen koe neljän psykoterapiamuodon vaikuttavuudesta masennustiloihin ja ahdistuneisuushäiriöihin. Asetelma, menetelmät ja tulokset lyhyen psykodynaamisen psykoterapian ja voimavarasuuntautuneen terapian vaikuttavuudesta yhden vuoden seurannan aikana. Helsinki: Kela, Sosiaali- ja terveysturvan tutkimuksia 77, s. ISBN Helsingin Psykoterapiaprojekti (HPTP) on satunnaistettu kliininen koe, jossa verrataan neljän psykoterapiamuodon vaikuttavuutta masennustilojen ja ahdistuneisuushäiriöiden hoidossa. Tutkimukseen valittiin kaikkiaan 367 iältään vuotiasta masennustilasta tai ahdistuneisuushäiriöstä kärsivää, Helsingin seudulla asuvaa avohoitopotilasta vuosina Yhteensä 326 potilasta satunnaistettiin yhteen kolmesta hoitoryhmästä: voimavarasuuntautuneeseen (ratkaisukeskeiseen) terapiaan, lyhytkestoiseen psykodynaamiseen psykoterapiaan ja pitkäkestoiseen psykodynaamiseen psykoterapiaan. Pitkään psykodynaamiseen psykoterapiaan satunnaistetut ja 41 psykoanalyysiin itse ohjautunutta potilasta sisällytettiin kvasikokeelliseen tutkimusasetelmaan. Ensisijaisia vaikuttavuusindikaattoreita olivat masennus- ja ahdistuneisuusoiremittarit. Muita arviointikohteita olivat työkyky, hoidon tarve, persoonallisuuden toimivuus, sosiaalinen toimintakyky ja terveyskäyttäytyminen. Hoitojen kustannusvaikuttavuus arvioitiin. Tiedot kerättiin haastattelu- ja kyselymenetelmillä ja psykologisilla testeillä sekä julkisista terveydentilaa koskevista rekistereistä. Mittauksia tehtiin yhdeksän kertaa viiden vuoden seuranta-aikana. Sekä lyhyessä psykodynaamisessa psykoterapiassa että voimavarasuuntautuneessa terapiassa masennus- ja ahdistuneisuusoireilu vähenivät merkittävästi, kun taas työkyvyssä, persoonallisuuden toimivuudessa ja sosiaalisessa toimintakyvyssä ilmeni vain vähäistä paranemista yhden vuoden seurannan aikana. Tulokset olivat samankaltaiset kummassakin terapiamuodossa. Molemmat terapiamuodot sopivat siten masennustilojen ja ahdistuneisuushäiriöiden hoitoon, mutta suurimmalle osalle potilaista ne eivät riitä tuottamaan täyttä toipumista. Tarvitaan myös pidempiä seurantaaikoja vaikutuksen pysyvyyden arvioimiseksi molemmissa ryhmissä. HPTP on yksi laajimmista kliinisistä kokeista, jossa selvitetään masennustiloihin ja ahdistuneisuushäiriöihin kohdistuvan psykoterapian vaikuttavuutta. Tulokset tulevat mitä ilmeisimmin vaikuttamaan kliinisten käytäntöjen kehittymiseen ja niiden soveltamiseen terveydenhuollossa. Suomenkielinen yhteenveto s Avainsanat: ahdistuneisuushäiriö, kliininen koe, masennustila, psykoanalyysi, psykodynaaminen psykoterapia, satunnaistaminen, voimavarasuuntautunut terapia

10 Abstrakt Knekt P, Lindfors O, red. En experimentell studie rörande effekten av fyra psykoterapiformer på depression och ångestsyndrom. Design, metoder och resultat rörande effektiviteten av kort psykodynamisk psykoterapi och lösningsinriktad terapi under ett års uppföljningstid. Helsingfors: Fpa, Social trygghet och hälsa: undersökningar 77, s. ISBN Helsingfors Psykoterapistudie (HPS) är en randomiserad klinisk experimentell studie, som jämför effektiviteten av fyra terapiformer vid vården av depression och ångestsyndrom. Sammanlagt 367 finländska psykiatriska patienter från öppenvården i Helsingforsregionen, år gamla och lidande av depression eller ångestsyndrom, rekryterades för denna studie åren Sammanlagt 326 patienter randomiserades till en av tre vårdgrupper: lösningsinriktad terapi, kort psykodynamisk psykoterapi och lång psykodynamisk psykoterapi. Patienterna som randomiserats till lång psykodynamisk terapi och 41 patienter som själva valt psykoanalys inkluderades i en kvasiexperimentell studie. Primära effektivitetsmått var symptom på depressivitet och ångest. Sekundära mått var arbetsförmåga, behov av vård, personlighetsfunktioner, social funktionsförmåga och livsstil. Kostnadseffektiviteten bestämdes. Informationen insamlades med hjälp av intervjuer, enkäter och psykologiska tester och från allmänna hälsoregister. Mätningarna gjordes upp till nio gånger under en 5-årig uppföljningsperiod. Så väl depressions- som ångestsymptomen minskade betydligt under det första uppföljningsåret både bland patienterna som fick kort psykodynamisk psykoterapi och bland dem som fick lösningsinriktad terapi. Däremot förbättrades arbetsförmågan, personlighetsfunktionerna och den sociala funktionsförmågan endast i mindre mån. Resultaten var likadana för vardera vårdgruppen. Båda formerna av terapi lämpar sig således för vården av depression och ångestsyndrom men den största delen av patienterna blir därigenom inte helt återställda. Längre uppföljningstider är nödvändiga för att man skall kunna bestämma effektens varaktighet i de två terapigrupperna. Resultaten av studien förväntas bli inkorporerade i klinisk praxis och har följdaktligen betydelse för befolkningens hälsa. Nyckelord: depression, klinisk experimentell studie, lösningsinriktad terapi, psykoanalys, psykodynamisk psykoterapi, randomisation, ångestsyndrom

11 PREFACE An average of one person out of five suffers from some mental disorder in Finland. Thus mental disorders cause considerable subjective suffering, use of health services, and work disability. About 50% of all mental disorders are either mood or anxiety disorders. Although the effectiveness of psychotherapy as a treatment for mental disorders has been documented, there is insufficient evidence for the basis of treatment choice among the psychotherapy modalities most used in depressive and anxiety disorders. The Helsinki Psychotherapy Study (HPS) was initiated in 1994 to evaluate the effects of 4 psychotherapy modalities (solution-focused therapy, shortterm and long-term psychodynamic psychotherapy, and psychoanalysis) in the treatment of patients with depressive or anxiety disorders. The study is funded mainly by the Social Insurance Institution and carried out in cooperation with the Hospital District of Helsinki and Uusimaa, Biomedicum Helsinki, National Public Health Institute, and Rehabilitation Foundation. The study group is located at the Department of Psychiatry of Helsinki University Central Hospital. A total of 150 persons have functioned in some professional role during the study project, of whom 71 therapists were responsible for actually carrying out the therapies of the patients referred to the study. This report was compiled after the solution-focused therapy and short-term psychodynamic psychotherapy had ended and includes a description of the design, methods, and participants of the study, as well as the effectiveness results during a one-year follow-up after initiation of these short-term therapies. The Helsinki Psychotherapy Study group is looking forward to promoting further research-based decisions in treatment choices for depression and anxiety disorders. Our warmest thanks go to the Board of the Social Insurance Institution for the support without which this research would not have been possible. We also want to thank all the persons involved in the study in its different phases. We are grateful to the patients for their cooperation. Special thanks are due to all the persons working at the Psychiatric Clinic of the Helsinki University Central Hospital, at the Department of Health and Functional Capacity in the National Public Health Institute, and at the Information Systems Department of the Social Insurance Institution whose dedication and long-term commitment have been needed to compile this publication. Helsinki, March 2004 Paul Knekt

12 ESIPUHE Noin joka viides suomalainen kärsii mielenterveyden häiriöstä. Mielenterveyden häiriöt aiheuttavat paitsi subjektiivista kärsimystä myös huomattavaa terveyspalvelujen käyttöä ja työkyvyttömyyttä. Mielenterveyden häiriöistä noin puolet on joko mieliala- tai ahdistuneisuushäiriöitä. Vaikka on tiedossa, että psykoterapia soveltuu mielenterveyden häiriöiden hoitoon, tiedot Suomessa yleisesti käytettyjen psykoterapiamuotojen soveltuvuudesta masennustilojen ja ahdistuneisuushäiriöiden hoitoon ovat puutteellisia. Helsingin Psykoterapiaprojekti aloitettiin vuonna 1994 neljän terapiamuodon voimavarasuuntautuneen terapian, lyhyen ja pitkän psykodynaamisen psykoterapian ja psykoanalyysin vaikuttavuuden arvioimiseksi masennustilojen ja ahdistuneisuushäiriöiden hoidossa. Projekti on pääosin Kelan rahoittama, Helsingin ja Uudenmaan sairaanhoitopiirin, Biomedicum Helsinki -säätiön, Kansanterveyslaitoksen ja Kuntoutussäätiön kanssa tehtävä yhteistyöhanke, jota toteutetaan Helsingin yliopistollisen keskussairaalan psykiatrian klinikalla. Yhteensä noin 150 henkilöä on toiminut jossain työtehtävässä projektissa. Projektiin rekrytoitujen potilaiden terapioista huolehti 71 terapeuttia. Voimavarasuuntautuneen terapian ja lyhyen psykodynaamisen psykoterapian päätyttyä laadittiin tämä raportti, joka kuvaa projektissa käytettyjä aineistoja, tutkimusasetelmia ja tutkimusmenetelmiä sekä kahden lyhytkestoisen terapian vaikuttavuutta vuoden seurannassa. Tutkijaryhmä toivoo nyt käyttöön tulevien tietojen edistävän päätöksentekoa masennustilojen ja ahdistuneisuushäiriöiden hoitomenettelyjen valinnassa. Osoitamme lämpimät kiitokset Kelan hallitukselle, joka tuellaan on mahdollistanut tämän tutkimuksen toteutumisen. Kiitokset myös kaikille hankkeeseen sen eri vaiheissa osallistuneille henkilöille. Olemme kiitollisia potilaille yhteistyöstä, joka mahdollisti tutkimusaineiston muodostamisen. Erityiskiitokset kuuluvat Psykiatrian klinikalla, Kansanterveyslaitoksen terveyden ja toimintakyvyn osastolla ja Kelan tietojenkäsittelyosastolla työskenteleville henkilöille, jotka sinnikkäällä ja pitkäjännitteisellä työllä ovat huolehtineet siitä, että tämä raportti voidaan nyt julkaista. Helsingissä maaliskuussa 2004 Paul Knekt

13

14 CONTENTS 1 INTRODUCTION Background Aim of the study STUDY POPULATION AND METHODS Patients and settings Study design Treatments Therapists Compliance Assessments Follow-up of population registers Data monitoring Quality control Statistical analysis Ethics Patient enrollment Baseline characteristics Discussion RESULTS Participation in therapy and compliance Dropout during follow-up Treatment effects Discussion SUMMARY Introduction Background Aim of study Population and methods Study design Patients Treatments and therapists Assessments Follow-up of population registers Quality control Statistical analysis Ethics... 78

15 4.3 Results Conclusions YHTEENVETO Johdanto Tausta Tutkimuksen tarkoitus Aineisto ja menetelmät Tutkimusasetelma Potilaat Terapiat ja terapeutit Mittausmenetelmät Rekisteriseuranta Laaduntarkkailu Tilastolliset menetelmät Eettiset kysymykset Tulokset Päätelmät REFERENCES APPENDICES

16 1 INTRODUCTION 1.1 Background Mood and anxiety disorders are among the most prevalent psychiatric disorders, causing considerable subjective suffering, use of health services, and working disability, thus making them a major public health concern (Murray and Lopez 1997). The prevalence of mood disorders varies from 4 11%, and that of anxiety disorders from 4 17% (Aromaa and Koskinen 2002; The WHO International Consortium in Psychiatric Epidemiology 2000). Psychotherapies are widely applied in the treatment of depressive and anxiety disorders. The effectiveness of psychotherapy in general, and particularly shortterm psychotherapies, has been demonstrated in comparative trials (Barlow and Lehman 1996; Clarkin et al. 1996; Robinson et al. 1990). Short-term psychodynamic psychotherapy is widely used in clinical practice (Anderson and Lambert 1995). Developed from psychoanalytic orientation, short-term psychodynamic psychotherapy aims to produce lasting changes through the explorative resolution of focal conflicts in the transference relationship. Patients assessed as appropriate for the treatment are expected to undergo significant personality changes and gain symptomatic relief (Malan 1976; Strupp and Binder 1984). Thus far, about 20 trials have been published on this type of psychotherapy dealing with the treatment of depressive and anxiety disorders or symptoms (Crits-Christoph 1992; Leichsenring 2001). Short-term psychodynamic psychotherapy has been shown to have better effectiveness compared with being on a waiting list (Shefler et al. 1995) or with outpatient treatment in general (Guthrie et al. 1999). When compared with other psychotherapies, the results appear inconsistent. Some studies have reported the effectiveness of short-term psychodynamic psychotherapy to be lower than that of cognitive, behavioral, or cognitive-behavioral therapy (Barkham et al. 1999; Durham et al. 1994; Shapiro and Firth 1987), while others have found no difference in effectiveness (Brockman et al. 1987; Gallagher-Thompson and Steffen 1994; Hersen et al. 1984; Pierloot and Vinck 1978). Theories of change and the explorative therapeutic technique of psychodynamic therapies have recently been challenged by solution-focused therapy with its strength and resource-oriented approach and a social constructionism orientation. Solution-focused therapy was developed from therapies applying a problem solving approach and systemic family therapy (Gingerich and Eisengart 2000). It emphasizes the identification of a problem, collabo- 15

17 rative efforts to maintain a focus on the problem, and the limiting of therapy to find a solution to the problem while maintaining a positive working alliance (Johnson and Miller 1994; Lambert et al. 1998). Problem solving therapy has been shown to be more effective in the acute treatment of depression compared with placebo or no treatment (Dowrick et al. 2000; Mynors-Wallis et al. 1995), and as effective as antidepressant medication (Mynors-Wallis et al. 2000). Solution-focused therapy has been shown to have significant beneficial effects on outpatients with varying psychiatric disorders. Compared with other therapies, the treatment effects have emerged already after a few sessions (Lambert et al. 1998). Apparently, however, no randomized clinical trials on the effectiveness of this form of therapy in comparison with shortterm psychodynamic psychotherapy in depressive or anxiety disorder have been published thus far. One widely applied form of psychotherapy is long-term psychodynamic psychotherapy, which commonly lasts at least 2 3 years, thus incurring considerable costs. Likewise, psychoanalysis, which typically lasts 5 years, aims to produce long-term beneficial effects that would surmount those elicited by shorter therapies. However, only a few naturalistic and quasi-experimental studies have been published and thus only scarce information is available so far on the effectiveness of these forms of psychotherapy in comparison with short-term psychotherapies (Doidge 1997). Accordingly, the information on cost-effectiveness between short- and long-term therapy is almost non-existing. 1.2 Aim of the study The Helsinki Psychotherapy Study (HPS) was initiated to evaluate the effects of long-term and short-term psychodynamic psychotherapy, solutionfocused therapy, and psychoanalysis in the treatment of depressive or anxiety disorders, excluding severe personality disorders. The primary objective was to compare the effects of the 4 different forms of psychotherapy, all estimated to be suitable for the patient group, on psychiatric symptoms, especially those relevant to depressive and anxiety disorders. The secondary aim of the study was to assess the effect of the intervention on the need for posttherapeutic treatment, social functioning and work ability, psychological functioning, and lifestyle, and to compare the cost-effectiveness of the different forms of psychotherapy. 16

18 The present report of the HPS describes the rationale, design, methods, and baseline characteristics of the participants and results of the comparison of short-term psychodynamic psychotherapy and solution-focused therapy in the treatment of depressive and anxiety disorders during a one-year followup after initiation of treatment. 17

19 2 STUDY POPULATION AND METHODS 2.1 Patients and settings Outpatients were recruited from psychiatric services in the Helsinki region from June 1994 to June Local psychiatrists were informed about the project and they carried out the first phase screening by referring to the project patients who were evaluated to fulfill the inclusion criteria and suitable for the treatments. The psychiatrists were working in private practice (29%), the community mental health care (20%), the primary health care (16%), the student health care (20%), and occupational health care (10%). The patients represented individuals normally treated by psychotherapy in southern Finland. Eligible patients were years of age and had a longstanding (> 1 year) disorder causing social dysfunction in work ability. They had to meet the Diagnostic and Statistical Manual of Mental Disorders (DSM-IV) criteria (American Psychiatric Association 1994) for an anxiety or depressive disorder and be estimated on a psychodynamic scale of suffering from neurosis to high-level borderline disorder. Patients were excluded from the study for the following reasons: psychotic disorder or severe personality disorder, bipolar I disorder, adjustment disorder, substance abuse, organic brain disease or other severe organic disease, and mental retardation. Individuals treated with psychotherapy within the previous 2 years, psychiatric health employees and persons known to the research team members were also excluded. 2.2 Study design Two study designs were defined: randomized and quasi-experimental. In the randomized design, those patients who remained eligible at baseline were randomly assigned according to a central computerized randomization schedule in a 1:1:1.3 ratio to solution-focused therapy and to short-term and long-term psychodynamic psychotherapy. A research associate assigned consecutively numbered envelopes containing concealed assignment codes sequentially to eligible patients. The quasi-experimental design consisted of patients randomly assigned to long-term psychotherapy and patients self-selected and assessed to be suitable for psychoanalysis. 18

20 2.3 Treatments Solution-focused therapy is a brief therapy approach which emphasizes the identification of a problem and collaborative efforts to maintain a focus on finding a solution to the problem (Johnson and Miller 1994; Lambert et al. 1998). No single, accepted theory of solution-focused therapy exists but the approach is closely related to postmodernism, narrative theory, and language theory (Miller et al. 1995). In this study, the main components included were the search for pre-session change, (i.e. questions about change that occurred before treatment began) goal-setting, use of miracle and scaling questions, exploration of exceptions, use of one-way mirror and consulting break, and use of positive feedback and home assignments. The frequency of sessions was flexible, usually one every second or third week, up to a maximum of 12 sessions, over no more than 8 months. Short-term psychodynamic psychotherapy is characterized by the exploration of a focus, which can be identified by both the therapist and the patient. This consists of material from current and past interpersonal and intrapsychic conflicts. Therapist's role in this approach is active in creating the alliance and ensuring the time-limited focus (Malan 1976). Major therapeutic interventions used were confrontation, clarification and interpretation. The therapy was scheduled for 20 treatment sessions, one session a week, over 5 6 months. Long-term psychodynamic psychotherapy is characterized by a framework in which the central elements are exploration of unconscious conflicts, deficits and distortions of intrapsychic structures. Confrontation, clarification and interpretation were major elements, as well as therapist's actions in ensuring the alliance and working through in the therapeutic relationship (Gabbard 1994). The therapy process was oriented towards conflict resolution and greater self-awareness. The frequency of sessions was 2 3 sessions a week and the duration of therapy up to 3 years. In psychoanalysis, current and past interpersonal and intrapsychic conflicts, transference phenomena, and developmental arrests are explored. The central aim in this study therapy was the enhancement of self-awareness of unconscious motives, impulses, fears and conflicts and thereby a thorough restructuring of personality (Greenson 1985) as well as a new developmental growth process within the therapeutic relationship (Tähkä 1993). The frequency of sessions was 4 sessions a week, and the duration up to 5 years. 19

21 2.4 Therapists Altogether 71 therapists participated in the study. A total of 6 therapists gave solution-focused therapy, 12 short-term psychodynamic psychotherapy, 41 long-term psychodynamic psychotherapy, and 30 psychoanalysis. The therapists giving short-term and long-term psychodynamic psychotherapy and psychoanalysis were mainly psychologists (78%) whereas those giving solution-focused therapy had a more heterogeneous educational background (psychologists, physicians or social workers). The mean age of the therapists was 49 (SD = 6.6) years and 69% of them were women. The therapists had practiced for at least 2 years after training in the specific form of psychotherapy. The mean years of experience were 9 (SD = 4.8) for both short-term psychodynamic psychotherapy and the solution-focused groups of therapists and 18 (SD = 5.6) and 15 (SD = 5.4) years for the therapists giving longterm psychotherapy and psychoanalysis, respectively. The therapists giving short-term psychodynamic therapy had given long-term psychodynamic psychotherapy for an average of 16 years. The mean number of patients treated before this investigation in the specific form of therapy were 14 and 155, for the therapists giving short-term psychodynamic therapy and solution-focused therapy, respectively. The corresponding values for therapists giving long-term psychodynamic psychotherapy and psychoanalysis were 66 and 16 patients, respectively. The therapies were conducted in conformance with clinical practice. No therapy manuals were used and no video or audio taping was carried out during the sessions. 2.5 Compliance The external and internal quality of the study treatment and the use of auxiliary treatment during and after the study treatment were assessed. We also suggested all patients to undergo a washout by stopping the use of psychotropic medication one month before the baseline examination. External quality of study treatment The external quality of study treatment describes how well the treatment satisfied criteria based on the characteristics of the treatment intended. The characteristics considered were waiting time to beginning of the therapy, fre- 20

22 quency of sessions, duration of therapy, number of sessions, unusual breaks in treatment, change of therapist, and discontinuation of therapy. The waiting time to beginning of the therapy was defined as the number of days from the baseline measurement to the first session of therapy. The reason or reasons for the delay is given for subjects for whom the waiting time exceeded 90 days. The frequency of sessions of the study treatment was defined as the mean of the frequency reported at follow-up measurements during the treatment (taking differences in time intervals into account). For short-term psychodynamic therapy, the session frequency criterion was met if the mean session frequency was one session per week, whereas no restrictions were set for solution-focused therapy in which an individually tailored frequency and very brief therapy were acceptable. The duration of therapy was the number of days from the first to the last session. For both therapy groups the duration of therapy criterion was met if the therapy lasted for 245 days at most. For short-term psychodynamic therapy, the number of sessions criterion was met if the number of sessions was between 15 and 25, and for solution-focused therapy if the number of sessions was 15 at most, with no minimum set. Unusual breaks in treatment was rated positively, if individually for each patient, there were unplanned and disturbing interruptions of therapy for 2 weeks or more, as rated by the interviewer. Discontinuing study treatment was rated positively if the interviewer judged that the treatment was interrupted prematurely; in most cases, this was evident and in concordance with the patient s view. Internal quality of study treatment The internal quality of the treatment was monitored as the mean values of the patient s and therapist s evaluations of the Working Alliance Inventory (WAI) (Horvath and Greenberg 1989). The interviewer, who collected the follow-up data from the patients, evaluated the quality of patient-therapist cooperation, the quality of patient-therapist fit, and the degree of patient s experience of being heard and understood on the basis of the Psychotherapy Process Assessment (PPA). The assessment was performed at the first follow-up interview after therapy was terminated. The assessment methods are described in more detail in Appendix 2. 21

23 Auxiliary treatment during study treatment or follow-up Use of auxiliary treatment during and after the study treatment was assessed by collecting data on the use of psychotropic medication, psychotherapy, and psychiatric hospitalization. The use of psychotropic medication and, as a subgroup, of antidepressant medication, was rated positively if the patient in any follow-up measurement during study treatment reported regular use of psychotropic medication. The use of psychotherapy over and above the study treatment was rated positively if the interviewer at any time in follow-up during study treatment rated the patient as having initiated psychotherapy. Psychiatric hospitalization was rated positively if the patient in follow-up during study treatment reported periods of hospital treatment for psychiatric problems, hospital treatments due to suicide attempts, or any nonspecified treatment in a psychiatric hospital. 2.6 Assessments Approved methods were used for assessment of symptoms and psychiatric diagnosis, need for post-therapeutic treatment, work ability, personality functions, social functioning, lifestyle, and cost-effectiveness (Table 1). The measurements were carried out as ratings based on interviews or self-report questionnaires and as psychological tests. Laboratory measurements and follow-up of nationwide health registers were also carried out. Experienced clinical raters, who were not involved in patients assignments or treatment, conducted the interviews. The quality of the interview data (i.e. the agreement between raters and the long-term stability of ratings) was continuously controlled. The interviews, although not blinded (except at baseline), and the treatment sessions were carried out at separate physical locations. The assessments were completed at baseline examination and during the follow-up after 3, 7, and 9 months and 1, 1.5, 2, 3, 4, and 5 years. Questionnaires were administered at each of these occasions. The questionnaires administered after 3 and 9 months, and 1.5, 2, and 4 years were brief. Interviews were repeated 4 times, i.e., after 7 months, and 1, 3, and 5 years. Psychological tests and laboratory determinations were repeated after 3 and 5 years of follow-up. Furthermore, the end point data of the patients were measured when the study treatment was finished. The assessment methods are briefly mentioned as follows and described in more detail in Appendix 2. 22

24 Time of measurement (months) Assessment method Method < Reference Psychiatric diagnosis and symptoms Psychiatric diagnosis (DSM-IV) Interview x x x x x (American Psychiatric Association 1994) Global Assessment of Functioning scale (GAF) Interview x x x x x (American Psychiatric Association 1994) Beck Depression Inventory (BDI) Questionnaire x x x x x x x x x x (Beck et al. 1961; Beck 1970) Symptom Check List, Questionnaire x x x x x x x x x x x (Derogatis et al. 1973) Global Severity Index (SCL-90-GSI) Symptom Check List, depression scale (SCL-90-DEP) Questionnaire x x x x x x x x x x x (Derogatis et al. 1973) Symptom Check List, anxiety scale (SCL-90-ANX) Questionnaire x x x x x x x x x x x (Derogatis et al. 1973) Hamilton Depression Rating Scale (HDRS) Interview x x x x x (Hamilton 1960; Williams 1988) Hamilton Anxiety Rating Scale (HARS) Interview x x x x x (Hamilton 1959; Bruss et al. 1994) Suicidal ideation (one item from HDRS) Interview x x x x x (Hamilton 1960; Williams 1988) Target Complaints (TC) Questionnaire x x x x x x x (Battle et al. 1966) Psychiatric Symptoms Questionnaire (PSQ) Interview x x x x x x x x x (Lindfors et al. 2004) Table 1. Assessment methods used in the Helsinki Psychotherapy Study. Post-therapeutic treatment Perceived need for post-therapeutic treatment Questionnaire x x x x x x x x x - Post-therapeutic treatment Register, Quest. x x x x x x x x - Work ability Work Ability Index Questionnaire x x x x x x x (Tuomi et al. 1997, 1998; Ilmarinen et al. 1997) SAS Work (work subscale of SAS-SR) Questionnaire x x x x x x x x x x (Weissman and Bothwell 1976) Perceived psychological functioning Questionnaire x x x x x x x (Lehtinen et al. 1991) Sick leave Questionnaire x x x x x - Table 1 continues. 23

25 Table 1 continued. Time of measurement (months) Assessment method Method < Reference Personality functions Quality of Object Relations Scale (QORS) Interview x x x x x (Azim et al. 1991) Level of Personality Organization (LPO) Interview x x x x x (Kernberg 1984 and 1996) Defense Style Questionnaire (DSQ) Questionnaire x x x x x x x (Andrews et al. 1989) Structural Aspects of Social Behaviour (SASB) Questionnaire x x x x x x x (Benjamin 1996) Inventory of Interpersonal Problems (IIP) Questionnaire x x x x x (Horowitz et al. 1988) Rorschach Inkblot Method Test x x x (Exner 1993; Urist 1977; Cooper et al. 1988) Social functioning Perceived competence Questionnaire x x x x x x x x x x (Smith et al. 1991; Härkäpää 1995; Wallston 1990) Life Orientation Test (LOT) Questionnaire x x x x x (Scheier and Carver 1985) Social Adjustment Scale, self-report (SAS-SR) Questionnaire x x x x x x x x x x (Weissman and Bothwell 1976) Sense of Coherence scale (SOC) Questionnaire x x x x x (Antonovsky 1993) Life Situation Survey (LSS) Questionnaire x x x x x (Chubon 1987) Life style and somatic health Smoking, alcohol consumption, leisure time exercise, Questionnaire x x x x x x x (Aromaa et al. 1989) body mass index Serum determination Laboratory x x x - Diseases, hospitalization, use of medication Register, Quest. x x x x x x x x x x x - Health economics data Register, Quest. x x x x x x x x x x x - 24

26 Psychiatric diagnosis and symptoms The primary outcomes measured, specified a priori, were depressive and anxiety symptoms. The symptoms of depression were assessed with the 21- item Beck Depression Inventory (BDI) (Beck et al. 1961) and the observerrated Hamilton Depression Rating Scale (HDRS) (Hamilton 1960). The symptoms of anxiety were assessed with the self-reported Symptom Check List Anxiety scale (SCL-90-ANX) (Derogatis et al. 1973) and the observerrated 14-item Hamilton Anxiety Rating Scale (HARS) (Hamilton 1959). Self-reported remission among patients with depressive disorder was defined as a total score < 9 in the BDI. Observer-rated remission among patients with depressive disorder was defined a priori as a total score < 7 in the HDRS, and among those with anxiety disorder a total score of < 7 in the HARS. Dichotomous proxy measures covered the presence of symptoms for all patients treated using the higher categories of the BDI, HDRS, and HARS for participants and information on the presence of symptoms and need for treatment from the Psychiatric Symptoms Questionnaire (PSQ) (Lindfors et al. 2004) for dropouts. The secondary measures described general psychiatric symptoms and psychiatric diagnoses. The Symptom Check List Global Severity Index (SCL- 90-GSI) (Derogatis et al. 1973), the Global Assessment of Functioning scale (GAF) (American Psychiatric Association 1994) and the severity of the main complaint on the Target Complaints (TC) scale (Battle et al. 1966) were used as outcome measures of general psychiatric symptoms. Suicidal ideation was assessed with a single item from the observer-rated HDRS (Hamilton 1960; Williams 1988). Psychiatric diagnoses (axes I and II) were assessed according to the DSM-IV diagnostic criteria (American Psychiatric Association 1994) using a semistructured interview. When a subject had more than one diagnosis, all were listed. Other outcome measurements included self-report and interviewer-rated instruments. Need for post-therapeutic treatment The patient s perceived need for post-therapeutic treatment was gauged with a single self-report questionnaire item after the end of treatment. Information on the use of post-therapeutic treatment, i.e., prescription medication, psychotherapy or hospitalization was collected by self-report questionnaires, interview-rated questionnaires and from public registers. 25

27 Work ability Self-reported current ability to work was measured by a modification of the Work Ability Index (Ilmarinen et al. 1997; Tuomi et al and 1998). Performance in work was also measured using the work subscale of the Social Adjustment Scale (SAS-SR) (Weissman and Bothwell 1976). Furthermore, perceived psychological functioning (Lehtinen et al. 1991) and sick leave from work were also measured. The incidence of more than 20 sick leave days during the preceding 3 months was used as an outcome measure. Personality functions Developmental level of object relations was assessed with the Quality of Object Relations Scale (QORS) (Azim et al. 1991). The personality organization was evaluated with the Level of Personality Organization (LPO) interview, a modification of Kernberg s (1981) structural interview. Psychological defense styles were assessed with the Defense Style Questionnaire (DSQ) (Andrews et al. 1989). Self-concept was measured with the Structural Aspects of Social Behavior (SASB) introject questionnaire (Benjamin 1996). Amount of interpersonal problems was measured with the self-report Inventory of Interpersonal Problems (IIP) (Horowitz et al. 1988). The Rorschach Inkblot Method, administrated according to the Comprehensive System, was used as a measure of personality organization and maladaptation (Exner 1993). The protocol was also coded for the Mutuality of Autonomy scale (MOA) (Urist 1977) and for defense categories (Cooper et al. 1988). Social functioning Perceived competence was measured with a modification of the Self-Performance Survey (Härkäpää 1995; Smith et al. 1991; Wallston 1990). Dispositional optimism was measured with the Life Orientation Test (LOT) (Scheier and Carver 1985) and social functioning with the Social Adjustment Scale (SAS-SR) (Weissman and Bothwell 1976). Coping was measured with the Sense of Coherence Scale (SOC) (Antonovsky 1993). Quality of life was measured with the Life Situation Survey (LSS) (Chubon 1987). 26

28 Lifestyle and somatic health Data on smoking, alcohol consumption, body mass index, leisure time exercise, and pregnancies were collected with a questionnaire, and serum determinations (e.g. cholesterol, glucose, thyroid hormone, and minerals) were performed. Somatic health was also determined with self-report questionnaires (perceived general health, disease symptoms, medication, and hospitalization) and with data from population registers (medication and hospitalization). Cost-effectiveness In the main analysis all relevant direct and indirect costs due to mental health problems were estimated and related to the effectiveness of the treatments. The perspective was societal, i.e. all costs were included regardless of one who bore these costs. In the 3-year and longer follow-up studies, the costs were discounted. Data on the use of different health care resources were collected from national health registers and, if necessary, completed with data from questionnaires. In the secondary analysis, costs due to somatic diseases were also included. Potential confounding and effect-modifying factors Sociodemographic (sex, age, marital status, education, and socioeconomic status), and psychiatric history data (age at onset of first psychiatric problems and duration of present disorder, recurrences of major depressive disorder, separation experiences, mental disorders in first degree relatives and lifetime occurrence of attempted suicides), psychiatric diagnoses (axes I and II), and suitability for psychotherapy (e.g. motivation and self-reflection ability) were assessed at baseline using questionnaire and interviews. Previous psychiatric treatment (psychotherapy, psychopharmacological treatment, and hospitalization) and somatic health (perceived general health, disease symptoms, medication, and hospitalization) were obtained by linking the study population to nationwide health registers. 27

29 2.7 Follow-up of population registers Individual information on use of psychiatric medication, use of rehabilitation services, days of sickness absence, hospitalization and mortality was obtained by linking the study population to nationwide registers using a unique personal identification number. Information on use of psychotropic medication, on use of rehabilitation services and on sick leave periods came from the medicine, rehabilitation, and sick leave reimbursement registers of the Social Insurance Institution. Information on hospitalization for mental reasons was obtained from the hospital discharge register (Heliövaara et al. 1984). Mortality data were identified from death certificates obtained from Statistics Finland for all the deceased. The follow-up of the population registers was started 2 years before the baseline examination and continues to the end of the study 5 years after baseline. 2.8 Data monitoring General adherence to the study protocol was continuously evaluated by monitoring recruitment success, dropout rates, timeliness and completeness of form handling, and accuracy of the database. Treatment group balance for confounding factors, including disorder factors and information on the therapy process, was continuously evaluated. Other comparisons included dropout rates and missing data. A telephone interview, including questions on symptom status and reason for dropout (Psychiatric Symptoms Questionnaire, PSQ), was completed whenever possible for each dropout patient for whom no questionnaire data were available. Several factors potentially affecting the compliance of the treatment were continuously followed. Use of other treatments (psychotherapy or psychopharmacological) during the 5-year follow-up period from enrollment was evaluated by questionnaires and based on information from population registers. Variables measuring the external quality of therapy were also created and continuously followed to gauge how well the treatments given matched the planned characteristics of the treatments. 2.9 Quality control The quality of the integral data collected was controlled with several separate designs. First, the consistency of the interviewer s ratings was evaluated 28

30 by repeated control ratings of 39 selected interviews recorded on videotape during the entire follow-up. Based on these ratings, both the agreement between interviewers and long-term stability of the ratings were evaluated. Second, the validity of the diagnosis, based on the semi-structured interview method used, was evaluated by comparison with diagnoses based on Structured Clinical Interview for DSM-IV axis I and axis II disorders (SCID) (First et al and 1997) in a sample of 27 selected patients. Third, the patients had to wait a median time of 52 days (range days) for start of treatment after admission to the study. Possible changes in symptoms during that period were determined with SCL-90 (Derogatis et al. 1973), which was assessed at the time of admission and repeated at baseline. Fourth, the reliability and validity of the Psychiatric Symptoms Questionnaire were assessed, by determining the agreement between PSQ and HDRS and HARS scales. Finally, the internal consistency was estimated for all scales used. Reliability of the Rorschach test was estimated based on 20 protocols using Comprehensive System guidelines (Exner 1993). All laboratory determinations were made under standard quality control Statistical analysis We estimated that 100 patients in the short-term psychodynamic and the solution-focused therapy groups and 130 in the long-term psychodynamic psychotherapy group was required to have a 95% probability of detecting as significant 20% difference during a 3-year follow-up between the 3 groups in the BDI and SCL-90-ANX. The main analyses were based on the intention-to-treat sample. Since the outcome data available for patients who withdrew from the study were scarce, at-treatment analyses were also performed. The data contained repeated measurements of the response variables. In the case of informative dropouts the values of the outcome variables were completed using multiple imputation (Rubin 1987). Information on atypical therapy, caused by incomplete therapy or use of auxiliary therapies during follow-up, was included as covariates in the model. Alternative Bayes models were also used for assessing the ignorability of the compliance (Hogan and Daniels 2002) and for utilizing surrogate information observed on possibly informative missing data values (Pepe 1992). In the case of continuous response variables the main statistical analyses were based on linear mixed models (Verbeke and Molenberghs 1997), and in 29

31 the case of binary responses logistic regression models and generalized estimating equations estimation were used (Liang and Zeger 1986). Several model-adjusted statistics were calculated for different design points (Lee 1981). For continuous responses, absolute means and differences and for binary responses prevalences and relative risks were estimated. The delta method was used for calculation of confidence intervals (Migon and Gamerman 1999, p. 138). Statistical significance was tested with the Wald test. Two primary models were used in the main analyses of the one-year followup of the short-term psychodynamic psychotherapy and the solution-focused therapy. The basic model included the main effects of time, treatment group, and diagnosis, difference between theoretical and realized starting times of treatment, waiting time from randomization to initiation of treatment, and of first-order interactions of time and treatment group. A complete model further included the potential confounding factors of age, sex, marital status, education, age at onset of first psychiatric disorder, separation experiences, and axes I and II diagnoses. Tests for significance of the effect modification of baseline diagnosis on the treatment effect was carried out by including an interaction term between diagnosis, time, and treatment group in the model. Since no notable differences were found between the 2 models, the results presented are based on the basic model. The need for first auxiliary treatment after finishing the therapy given in the project was analyzed using the Cox model (Cox 1972). The cost-effectiveness analysis of the study was performed using incremental cost-effectiveness ratios (ICER) based on the average cost and effectiveness figures of the study treatments compared (McGuire 2001). The ICER calculated as the ratio of differences of average costs and average effects defines the incremental cost per unit of additional outcome between the 2 treatments. Multiple imputation was used for augmenting missing data values (Shao and Sitter 1996). The confidence intervals for the ICERs were estimated using bootstrap methods. Multi-dimensional sensitivity analyses were also performed to handle the uncertainty associated with parameter estimates. The agreement between, and repeatability of, measurements in the quality control data were estimated as intraclass correlation coefficients (Fleiss 1981; Winer 1971). 30

Benchmarking Controlled Trial - a novel concept covering all observational effectiveness studies

Benchmarking Controlled Trial - a novel concept covering all observational effectiveness studies Benchmarking Controlled Trial - a novel concept covering all observational effectiveness studies Antti Malmivaara, MD, PhD, Chief Physician Centre for Health and Social Economics National Institute for

Lisätiedot

Efficiency change over time

Efficiency change over time Efficiency change over time Heikki Tikanmäki Optimointiopin seminaari 14.11.2007 Contents Introduction (11.1) Window analysis (11.2) Example, application, analysis Malmquist index (11.3) Dealing with panel

Lisätiedot

GOOD WORK LONGER CAREER:

GOOD WORK LONGER CAREER: Juhani Ilmarinen, Ville Ilmarinen, Pekka Huuhtanen, Veikko Louhevaara, Ove Näsman GOOD WORK LONGER CAREER: WORK WELL-BEING IN FINNISH TECHNOLOGY INDUSTRIES 2010-2015 Background Collective agreement between

Lisätiedot

Capacity Utilization

Capacity Utilization Capacity Utilization Tim Schöneberg 28th November Agenda Introduction Fixed and variable input ressources Technical capacity utilization Price based capacity utilization measure Long run and short run

Lisätiedot

Knowledge expectations from the perspective of aged dialysis patients

Knowledge expectations from the perspective of aged dialysis patients Knowledge expectations from the perspective of aged dialysis patients Mirkka Rantanen, RDH, MNS-student 1 Tapio Kallio, RN, MNSc 3 Kirsi Johansson, RN, PhD, Coordinator 1,2 Sanna Salanterä,RN, PhD, Professor

Lisätiedot

Results on the new polydrug use questions in the Finnish TDI data

Results on the new polydrug use questions in the Finnish TDI data Results on the new polydrug use questions in the Finnish TDI data Multi-drug use, polydrug use and problematic polydrug use Martta Forsell, Finnish Focal Point 28/09/2015 Martta Forsell 1 28/09/2015 Esityksen

Lisätiedot

16. Allocation Models

16. Allocation Models 16. Allocation Models Juha Saloheimo 17.1.27 S steemianalsin Optimointiopin seminaari - Sks 27 Content Introduction Overall Efficienc with common prices and costs Cost Efficienc S steemianalsin Revenue

Lisätiedot

RANTALA SARI: Sairaanhoitajan eettisten ohjeiden tunnettavuus ja niiden käyttö hoitotyön tukena sisätautien vuodeosastolla

RANTALA SARI: Sairaanhoitajan eettisten ohjeiden tunnettavuus ja niiden käyttö hoitotyön tukena sisätautien vuodeosastolla TURUN YLIOPISTO Hoitotieteen laitos RANTALA SARI: Sairaanhoitajan eettisten ohjeiden tunnettavuus ja niiden käyttö hoitotyön tukena sisätautien vuodeosastolla Pro gradu -tutkielma, 34 sivua, 10 liitesivua

Lisätiedot

Other approaches to restrict multipliers

Other approaches to restrict multipliers Other approaches to restrict multipliers Heikki Tikanmäki Optimointiopin seminaari 10.10.2007 Contents Short revision (6.2) Another Assurance Region Model (6.3) Cone-Ratio Method (6.4) An Application of

Lisätiedot

Teacher's Professional Role in the Finnish Education System Katriina Maaranen Ph.D. Faculty of Educational Sciences University of Helsinki, Finland

Teacher's Professional Role in the Finnish Education System Katriina Maaranen Ph.D. Faculty of Educational Sciences University of Helsinki, Finland Teacher's Professional Role in the Finnish Education System Katriina Maaranen Ph.D. Faculty of Educational Sciences University of Helsinki, Finland www.helsinki.fi/yliopisto This presentation - Background

Lisätiedot

Constructive Alignment in Specialisation Studies in Industrial Pharmacy in Finland

Constructive Alignment in Specialisation Studies in Industrial Pharmacy in Finland Constructive Alignment in Specialisation Studies in Industrial Pharmacy in Finland Anne Mari Juppo, Nina Katajavuori University of Helsinki Faculty of Pharmacy 23.7.2012 1 Background Pedagogic research

Lisätiedot

Network to Get Work. Tehtäviä opiskelijoille Assignments for students. www.laurea.fi

Network to Get Work. Tehtäviä opiskelijoille Assignments for students. www.laurea.fi Network to Get Work Tehtäviä opiskelijoille Assignments for students www.laurea.fi Ohje henkilöstölle Instructions for Staff Seuraavassa on esitetty joukko tehtäviä, joista voit valita opiskelijaryhmällesi

Lisätiedot

A new model of regional development work in habilitation of children - Good habilitation in functional networks

A new model of regional development work in habilitation of children - Good habilitation in functional networks A new model of regional development work in habilitation of children - Good habilitation in functional networks Salla Sipari, PhD, Principal Lecturer Helena Launiainen, M.Ed, Manager Helsinki Metropolia

Lisätiedot

MUSEOT KULTTUURIPALVELUINA

MUSEOT KULTTUURIPALVELUINA Elina Arola MUSEOT KULTTUURIPALVELUINA Tutkimuskohteena Mikkelin museot Opinnäytetyö Kulttuuripalvelujen koulutusohjelma Marraskuu 2005 KUVAILULEHTI Opinnäytetyön päivämäärä 25.11.2005 Tekijä(t) Elina

Lisätiedot

The CCR Model and Production Correspondence

The CCR Model and Production Correspondence The CCR Model and Production Correspondence Tim Schöneberg The 19th of September Agenda Introduction Definitions Production Possiblity Set CCR Model and the Dual Problem Input excesses and output shortfalls

Lisätiedot

Julkaisun laji Opinnäytetyö. Sivumäärä 43

Julkaisun laji Opinnäytetyö. Sivumäärä 43 OPINNÄYTETYÖN KUVAILULEHTI Tekijä(t) SUKUNIMI, Etunimi ISOVIITA, Ilari LEHTONEN, Joni PELTOKANGAS, Johanna Työn nimi Julkaisun laji Opinnäytetyö Sivumäärä 43 Luottamuksellisuus ( ) saakka Päivämäärä 12.08.2010

Lisätiedot

On instrument costs in decentralized macroeconomic decision making (Helsingin Kauppakorkeakoulun julkaisuja ; D-31)

On instrument costs in decentralized macroeconomic decision making (Helsingin Kauppakorkeakoulun julkaisuja ; D-31) On instrument costs in decentralized macroeconomic decision making (Helsingin Kauppakorkeakoulun julkaisuja ; D-31) Juha Kahkonen Click here if your download doesn"t start automatically On instrument costs

Lisätiedot

Rotarypiiri 1420 Piiriapurahoista myönnettävät stipendit

Rotarypiiri 1420 Piiriapurahoista myönnettävät stipendit Rotarypiiri 1420 Piiriapurahoista myönnettävät stipendit Ø Rotarypiiri myöntää stipendejä sille osoitettujen hakemusten perusteella ensisijaisesti rotaryaatteen mukaisiin tarkoituksiin. Ø Stipendejä myönnetään

Lisätiedot

Increase of opioid use in Finland when is there enough key indicator data to state a trend?

Increase of opioid use in Finland when is there enough key indicator data to state a trend? Increase of opioid use in Finland when is there enough key indicator data to state a trend? Martta Forsell, Finnish Focal Point 28.9.2015 Esityksen nimi / Tekijä 1 Martta Forsell Master of Social Sciences

Lisätiedot

3 9-VUOTIAIDEN LASTEN SUORIUTUMINEN BOSTONIN NIMENTÄTESTISTÄ

3 9-VUOTIAIDEN LASTEN SUORIUTUMINEN BOSTONIN NIMENTÄTESTISTÄ Puhe ja kieli, 27:4, 141 147 (2007) 3 9-VUOTIAIDEN LASTEN SUORIUTUMINEN BOSTONIN NIMENTÄTESTISTÄ Soile Loukusa, Oulun yliopisto, suomen kielen, informaatiotutkimuksen ja logopedian laitos & University

Lisätiedot

Liikunnan vaikuttavuus ja kuntoutus

Liikunnan vaikuttavuus ja kuntoutus Liikunnan vaikuttavuus ja kuntoutus Urho Kujala Liikuntalääketieteen erikoislääkäri Liikuntalääketieteen professori Terveystieteiden yksikkö, Liikuntatieteellinen tiedekunta Jyväskylän yliopisto urho.m.kujala@jyu.fi

Lisätiedot

Information on preparing Presentation

Information on preparing Presentation Information on preparing Presentation Seminar on big data management Lecturer: Spring 2017 20.1.2017 1 Agenda Hints and tips on giving a good presentation Watch two videos and discussion 22.1.2017 2 Goals

Lisätiedot

Statistical design. Tuomas Selander

Statistical design. Tuomas Selander Statistical design Tuomas Selander 28.8.2014 Introduction Biostatistician Work area KYS-erva KYS, Jyväskylä, Joensuu, Mikkeli, Savonlinna Work tasks Statistical methods, selection and quiding Data analysis

Lisätiedot

Capacity utilization

Capacity utilization Mat-2.4142 Seminar on optimization Capacity utilization 12.12.2007 Contents Summary of chapter 14 Related DEA-solver models Illustrative examples Measure of technical capacity utilization Price-based measure

Lisätiedot

Somaattinen sairaus nuoruudessa ja mielenterveyden häiriön puhkeamisen riski

Somaattinen sairaus nuoruudessa ja mielenterveyden häiriön puhkeamisen riski + Somaattinen sairaus nuoruudessa ja mielenterveyden häiriön puhkeamisen riski LINNEA KARLSSON + Riskitekijöitä n Ulkonäköön liittyvät muutokset n Toimintakyvyn menetykset n Ikätovereista eroon joutuminen

Lisätiedot

Masennus ja mielialaongelmien ehkäisy Timo Partonen

Masennus ja mielialaongelmien ehkäisy Timo Partonen Masennus ja mielialaongelmien ehkäisy Timo Partonen LT, psykiatrian dosentti, Helsingin yliopisto Ylilääkäri, yksikön päällikkö, Terveyden ja hyvinvoinnin laitos; Mielenterveys ja päihdepalvelut osasto;

Lisätiedot

KAKSI TAMPEREEN PROJEKTIA. Pekka Saarnio

KAKSI TAMPEREEN PROJEKTIA. Pekka Saarnio KAKSI TAMPEREEN PROJEKTIA Pekka Saarnio terapeuttivaikutus, asiakkaan ja terapeutin välinen yhteistyösuhde sekä asiakkaan hoitoa koskevat odotukset (N = 327/33) terapeutin motiivit hakeutua alalle (N =

Lisätiedot

Returns to Scale II. S ysteemianalyysin. Laboratorio. Esitelmä 8 Timo Salminen. Teknillinen korkeakoulu

Returns to Scale II. S ysteemianalyysin. Laboratorio. Esitelmä 8 Timo Salminen. Teknillinen korkeakoulu Returns to Scale II Contents Most Productive Scale Size Further Considerations Relaxation of the Convexity Condition Useful Reminder Theorem 5.5 A DMU found to be efficient with a CCR model will also be

Lisätiedot

Perusterveydenhuollon erilaisten diabeteksen hoitomallien tuloksellisuuden vertailu (painopisteenä tyypin 1 diabetes)

Perusterveydenhuollon erilaisten diabeteksen hoitomallien tuloksellisuuden vertailu (painopisteenä tyypin 1 diabetes) SYLY- päivät 2014 Helsinki 28.11.2014 Perusterveydenhuollon erilaisten diabeteksen hoitomallien tuloksellisuuden vertailu (painopisteenä tyypin 1 diabetes) Diabeteslääkäri Mikko Honkasalo Nurmijärven terveyskeskus

Lisätiedot

Guideline on Similar biological medicinal products containing biotechnology-derived proteins as active substance: non-clinical and clinical issues

Guideline on Similar biological medicinal products containing biotechnology-derived proteins as active substance: non-clinical and clinical issues Guideline on Similar biological medicinal products containing biotechnology-derived proteins as active substance: non-clinical and clinical issues EMA Workshop on Biosimilars, 31 October 2014 Pekka Kurki

Lisätiedot

1. SIT. The handler and dog stop with the dog sitting at heel. When the dog is sitting, the handler cues the dog to heel forward.

1. SIT. The handler and dog stop with the dog sitting at heel. When the dog is sitting, the handler cues the dog to heel forward. START START SIT 1. SIT. The handler and dog stop with the dog sitting at heel. When the dog is sitting, the handler cues the dog to heel forward. This is a static exercise. SIT STAND 2. SIT STAND. The

Lisätiedot

LYTH-CONS CONSISTENCY TRANSMITTER

LYTH-CONS CONSISTENCY TRANSMITTER LYTH-CONS CONSISTENCY TRANSMITTER LYTH-INSTRUMENT OY has generate new consistency transmitter with blade-system to meet high technical requirements in Pulp&Paper industries. Insurmountable advantages are

Lisätiedot

Robert S. Broadhead, Ph.D., University of Connecticut Pavlo Smyrnov, Oleksandra Datsenko and Oksana Matiyash International HIV/AIDS Alliance in

Robert S. Broadhead, Ph.D., University of Connecticut Pavlo Smyrnov, Oleksandra Datsenko and Oksana Matiyash International HIV/AIDS Alliance in Robert S. Broadhead, Ph.D., University of Connecticut Pavlo Smyrnov, Oleksandra Datsenko and Oksana Matiyash International HIV/AIDS Alliance in Ukraine Robert S. Broadhead, Ph.D., University of Connecticut

Lisätiedot

Use of spatial data in the new production environment and in a data warehouse

Use of spatial data in the new production environment and in a data warehouse Use of spatial data in the new production environment and in a data warehouse Nordic Forum for Geostatistics 2007 Session 3, GI infrastructure and use of spatial database Statistics Finland, Population

Lisätiedot

Lataa Cognitive Function in Opioid Substitution Treated Patiens - Pekka Rapeli. Lataa

Lataa Cognitive Function in Opioid Substitution Treated Patiens - Pekka Rapeli. Lataa Lataa Cognitive Function in Opioid Substitution Treated Patiens - Pekka Rapeli Lataa Kirjailija: Pekka Rapeli ISBN: 9789523022232 Sivumäärä: 173 Formaatti: PDF Tiedoston koko: 11.54 Mb Opioid substitution

Lisätiedot

Heisingin kaupungin tietokeskus Helsingfors stads faktacentral City of Helsinki Urban Facts 0N THE EFFECTS 0F URBAN NATURAL AMENITIES, ARCHITECTURAL

Heisingin kaupungin tietokeskus Helsingfors stads faktacentral City of Helsinki Urban Facts 0N THE EFFECTS 0F URBAN NATURAL AMENITIES, ARCHITECTURAL Heisingin kaupungin tietokeskus - /igc' ^' 0N THE EFFECTS 0F URBAN NATURAL TIEOUSTELUT FÖRFÄGNINGAR INQUIRIES Henrik Lönnqvist, p. - tel. 09 310 36534 etunimi.sukunimi@hel.fi JULKAISIJA UTGIVARE PUBLISHER

Lisätiedot

On instrument costs in decentralized macroeconomic decision making (Helsingin Kauppakorkeakoulun julkaisuja ; D-31)

On instrument costs in decentralized macroeconomic decision making (Helsingin Kauppakorkeakoulun julkaisuja ; D-31) On instrument costs in decentralized macroeconomic decision making (Helsingin Kauppakorkeakoulun julkaisuja ; D-31) Juha Kahkonen Click here if your download doesn"t start automatically On instrument costs

Lisätiedot

2017/S Contract notice. Supplies

2017/S Contract notice. Supplies Supplies 153936 2017 25/04/2017 S80 - - Supplies - Contract notice - Open procedure I. II. III. IV. VI. -: Medical equipments, pharmaceuticals and personal care products 2017/S 080-153936 Contract notice

Lisätiedot

TU-C2030 Operations Management Project. Introduction lecture November 2nd, 2016 Lotta Lundell, Rinna Toikka, Timo Seppälä

TU-C2030 Operations Management Project. Introduction lecture November 2nd, 2016 Lotta Lundell, Rinna Toikka, Timo Seppälä TU-C2030 Operations Management Project Introduction lecture November 2nd, 2016 Lotta Lundell, Rinna Toikka, Timo Seppälä Welcome to the course! Today s agenda Introduction to cases and schedule/ Timo Seppälä

Lisätiedot

Supplies

Supplies Supplies - 239150-2018 05/06/2018 S105 - - Supplies - Contract notice - Open procedure I. II. III. IV. VI. Finland-Oulu: Medical equipments 2018/S 105-239150 Contract notice Supplies Directive 2014/24/EU

Lisätiedot

Organisaation kokonaissuorituskyvyn arviointi

Organisaation kokonaissuorituskyvyn arviointi Organisaation kokonaissuorituskyvyn arviointi Aila Järveläinen, 13.3.2018 aila.jarvelainen@trafi.fi Responsible traffic. Courage and co-operation. Hallintojärjestelmä CMS + SMS CMS SMS 29.3.2018 Finnish

Lisätiedot

Helsingin Psykoterapiatutkimus

Helsingin Psykoterapiatutkimus Paul Knekt Olavi Lindfors Maarit Laaksonen Helsingin Psykoterapiatutkimus psykoterapioiden vaikuttavuus viiden vuoden seurannassa RAPORTTI 33 2010 Kirjoittajat ja THL Taitto: Riitta Nieminen ISBN 978-952-245-343-3

Lisätiedot

OP1. PreDP StudyPlan

OP1. PreDP StudyPlan OP1 PreDP StudyPlan PreDP The preparatory year classes are in accordance with the Finnish national curriculum, with the distinction that most of the compulsory courses are taught in English to familiarize

Lisätiedot

toukokuu 2011: Lukion kokeiden kehittämistyöryhmien suunnittelukokous

toukokuu 2011: Lukion kokeiden kehittämistyöryhmien suunnittelukokous Tuula Sutela toukokuu 2011: Lukion kokeiden kehittämistyöryhmien suunnittelukokous äidinkieli ja kirjallisuus, modersmål och litteratur, kemia, maantiede, matematiikka, englanti käsikirjoitukset vuoden

Lisätiedot

Suomalainen koulutusosaaminen vientituotteena

Suomalainen koulutusosaaminen vientituotteena Suomalainen koulutusosaaminen vientituotteena Case Saudi Arabia EduCluster Finland Ltd. Anna Korpi, Manager, Client Relations AIPA-päivät Kouvolassa 11.6.2013 11.6.2013 EduCluster Finland Ltd Contents

Lisätiedot

Alternative DEA Models

Alternative DEA Models Mat-2.4142 Alternative DEA Models 19.9.2007 Table of Contents Banker-Charnes-Cooper Model Additive Model Example Data Home assignment BCC Model (Banker-Charnes-Cooper) production frontiers spanned by convex

Lisätiedot

Asiakaspalautteen merkitys laboratoriovirheiden paljastamisessa. Taustaa

Asiakaspalautteen merkitys laboratoriovirheiden paljastamisessa. Taustaa Asiakaspalautteen merkitys laboratoriovirheiden paljastamisessa Paula Oja, TtT Laboratorio, Oulun yliopistollinen sairaala Potilasturvallisuustutkimuksen päivät 26. 27.1.2011 1 Taustaa Laboratorion tulee

Lisätiedot

Data quality points. ICAR, Berlin,

Data quality points. ICAR, Berlin, Data quality points an immediate and motivating supervision tool ICAR, Berlin, 22.5.2014 Association of ProAgria Centres Development project of Milk Recording Project manager, Heli Wahlroos heli.wahlroos@proagria.fi

Lisätiedot

Diaarinumero. Puhelinnumero. Tila: Saapunut

Diaarinumero. Puhelinnumero. Tila: Saapunut Loppuraportti Suomen rakennerahasto-ohjelma 26.11.2018 Hankekoodi S20755 Diaarinumero Puhelinnumero Tila Saapunut 1 Hankkeen perustiedot Hankkeen nimi 1.8.2016 31.7.2018 Toimintalinja Erityistavoite Tukimuoto

Lisätiedot

T Statistical Natural Language Processing Answers 6 Collocations Version 1.0

T Statistical Natural Language Processing Answers 6 Collocations Version 1.0 T-61.5020 Statistical Natural Language Processing Answers 6 Collocations Version 1.0 1. Let s start by calculating the results for pair valkoinen, talo manually: Frequency: Bigrams valkoinen, talo occurred

Lisätiedot

TIEKE Verkottaja Service Tools for electronic data interchange utilizers. Heikki Laaksamo

TIEKE Verkottaja Service Tools for electronic data interchange utilizers. Heikki Laaksamo TIEKE Verkottaja Service Tools for electronic data interchange utilizers Heikki Laaksamo TIEKE Finnish Information Society Development Centre (TIEKE Tietoyhteiskunnan kehittämiskeskus ry) TIEKE is a neutral,

Lisätiedot

Innovative and responsible public procurement Urban Agenda kumppanuusryhmä. public-procurement

Innovative and responsible public procurement Urban Agenda kumppanuusryhmä.   public-procurement Innovative and responsible public procurement Urban Agenda kumppanuusryhmä https://ec.europa.eu/futurium/en/ public-procurement Julkiset hankinnat liittyvät moneen Konsortio Lähtökohdat ja tavoitteet Every

Lisätiedot

Gap-filling methods for CH 4 data

Gap-filling methods for CH 4 data Gap-filling methods for CH 4 data Sigrid Dengel University of Helsinki Outline - Ecosystems known for CH 4 emissions; - Why is gap-filling of CH 4 data not as easy and straight forward as CO 2 ; - Gap-filling

Lisätiedot

COXAN PULSSI. Tuula Rantala Hoitotyön johtaja Ylpeys omasta työstä ja yhteishenki ovat tekemisen lähtökohtia.

COXAN PULSSI. Tuula Rantala Hoitotyön johtaja Ylpeys omasta työstä ja yhteishenki ovat tekemisen lähtökohtia. COXAN PULSSI Tuula Rantala Hoitotyön johtaja 22.10.2014 Ylpeys omasta työstä ja yhteishenki ovat tekemisen lähtökohtia. COXAN PULSSI Mittaa sekä kovia että pehmeitä arvoja ja niiden yhteisvaikutusta Liikennevalokäytäntö;

Lisätiedot

Kliininen päättely. Thomsonin mallin mukaisen yhteistyön näkyminen fysioterapiatilanteessa

Kliininen päättely. Thomsonin mallin mukaisen yhteistyön näkyminen fysioterapiatilanteessa Kliininen päättely Thomsonin mallin mukaisen yhteistyön näkyminen fysioterapiatilanteessa FTES017, Syksy 2015 Kata Isotalo, Hanna Valkeinen, Ilkka Raatikainen Thomsonin ym. (2014) malli 25.10.15 FTES017_KI_HV_IR

Lisätiedot

Skene. Games Refueled. Muokkaa perustyyl. napsautt. @Games for Health, Kuopio. 2013 kari.korhonen@tekes.fi. www.tekes.fi/skene

Skene. Games Refueled. Muokkaa perustyyl. napsautt. @Games for Health, Kuopio. 2013 kari.korhonen@tekes.fi. www.tekes.fi/skene Skene Muokkaa perustyyl. Games Refueled napsautt. @Games for Health, Kuopio Muokkaa alaotsikon perustyyliä napsautt. 2013 kari.korhonen@tekes.fi www.tekes.fi/skene 10.9.201 3 Muokkaa Skene boosts perustyyl.

Lisätiedot

HMG-CoA Reductase Inhibitors and safety the risk of new onset diabetes/impaired glucose metabolism

HMG-CoA Reductase Inhibitors and safety the risk of new onset diabetes/impaired glucose metabolism HMG-CoA Reductase Inhibitors and safety the risk of new onset diabetes/impaired glucose metabolism Final SmPC and PL wording agreed by PhVWP December 2011 SUMMARY OF PRODUCT CHARACTERISTICS New Class Warnings

Lisätiedot

Näytön jäljillä CINAHL-tietokannassa

Näytön jäljillä CINAHL-tietokannassa BMF, Osaamisen ytimessä -kevätseminaari 13.4.2011 Maarit Putous, informaatikko Näytön jäljillä CINAHL-tietokannassa CINAHL Cumulative index to nursing and allied health literature 1981- viitteitä yli 3000

Lisätiedot

AYYE 9/ HOUSING POLICY

AYYE 9/ HOUSING POLICY AYYE 9/12 2.10.2012 HOUSING POLICY Mission for AYY Housing? What do we want to achieve by renting apartments? 1) How many apartments do we need? 2) What kind of apartments do we need? 3) To whom do we

Lisätiedot

Aiming at safe performance in traffic. Vastuullinen liikenne. Rohkeasti yhdessä.

Aiming at safe performance in traffic. Vastuullinen liikenne. Rohkeasti yhdessä. Aiming at safe performance in traffic Vastuullinen liikenne. Rohkeasti yhdessä. Medical doctors promoting traffic safety Jukka Terttunen Traffic Medicine Unit Finnish Traffic Safety Agency Vastuullinen

Lisätiedot

Sitoutumista ja yhteistyötä

Sitoutumista ja yhteistyötä FT, puheterapeutti Katja Koski Sitoutumista ja yhteistyötä 7 KOHDAN OHJELMALLA - TYÖKIRJA - (c) 2016 KatjaVox Oy Kaikki oikeudet pidätetään. Tätä työkirjaa tai sen osia ei saa kopioida ilman lupaa KatjaVox

Lisätiedot

Curriculum. Gym card

Curriculum. Gym card A new school year Curriculum Fast Track Final Grading Gym card TET A new school year Work Ethic Detention Own work Organisation and independence Wilma TMU Support Services Well-Being CURRICULUM FAST TRACK

Lisätiedot

Riitta Kilpeläinen Elia Liitiäinen Belle Selene Xia University of Eastern Finland Department of Forest Sciences Department of Economics and HECER

Riitta Kilpeläinen Elia Liitiäinen Belle Selene Xia University of Eastern Finland Department of Forest Sciences Department of Economics and HECER Riitta Kilpeläinen Elia Liitiäinen Belle Selene Xia University of Eastern Finland Department of Forest Sciences Department of Economics and HECER Suorat oppimistulosten mittaamistavat Suorat mittaamistavat

Lisätiedot

7.4 Variability management

7.4 Variability management 7.4 Variability management time... space software product-line should support variability in space (different products) support variability in time (maintenance, evolution) 1 Product variation Product

Lisätiedot

SSTY:n EMC-seminaari. EMC ja sähköisten lääkintälaitteiden standardit. Ari Honkala SESKO ry

SSTY:n EMC-seminaari. EMC ja sähköisten lääkintälaitteiden standardit. Ari Honkala SESKO ry SSTY:n EMC-seminaari EMC ja sähköisten lääkintälaitteiden standardit SESKO ry 2016-10-04 Tässä esityksessä käsitellään Yleistä täydentävistä (collateral, -1 sarja, horisontaaliset) ja eritysvaatimuksia

Lisätiedot

Rekisteriaineistojen käyttö väestön ikääntymisen tutkimuksessa. Pekka Martikainen Väestöntutkimuksen yksikkö Sosiaalitieteiden laitos

Rekisteriaineistojen käyttö väestön ikääntymisen tutkimuksessa. Pekka Martikainen Väestöntutkimuksen yksikkö Sosiaalitieteiden laitos Rekisteriaineistojen käyttö väestön ikääntymisen tutkimuksessa Pekka Martikainen Väestöntutkimuksen yksikkö Sosiaalitieteiden laitos Mitä rekisteriaineistot ovat? yleensä alkuaan hallinnollisia tarpeita

Lisätiedot

Pysyvä työkyvyttömyys riskitekijöiden varhainen tunnistaminen: voiko kaksostutkimus antaa uutta tietoa?

Pysyvä työkyvyttömyys riskitekijöiden varhainen tunnistaminen: voiko kaksostutkimus antaa uutta tietoa? Annina Ropponen TerveSuomi-seminaari 24.5.202 Pysyvä työkyvyttömyys riskitekijöiden varhainen tunnistaminen: voiko kaksostutkimus antaa uutta tietoa? Ergonomia ja kaksoset? Pysyvä työkyvyttömyys?? Tutkimusryhmä

Lisätiedot

Beth Lewis, PhD 1, Dwenda Gjerdingen, MD 1, Melissa Avery, PhD, CNM 1, John Sirard, PhD 2, Hongfei Guo, PhD 1, & Bess Marcus, PhD 3

Beth Lewis, PhD 1, Dwenda Gjerdingen, MD 1, Melissa Avery, PhD, CNM 1, John Sirard, PhD 2, Hongfei Guo, PhD 1, & Bess Marcus, PhD 3 Beth Lewis, PhD 1, Dwenda Gjerdingen, MD 1, Melissa Avery, PhD, CNM 1, John Sirard, PhD 2, Hongfei Guo, PhD 1, & Bess Marcus, PhD 3 1 University of Minnesota, Minneapolis, MN, USA 2 University of Virginia,

Lisätiedot

Kysymys 5 Compared to the workload, the number of credits awarded was (1 credits equals 27 working hours): (4)

Kysymys 5 Compared to the workload, the number of credits awarded was (1 credits equals 27 working hours): (4) Tilasto T1106120-s2012palaute Kyselyn T1106120+T1106120-s2012palaute yhteenveto: vastauksia (4) Kysymys 1 Degree programme: (4) TIK: TIK 1 25% ************** INF: INF 0 0% EST: EST 0 0% TLT: TLT 0 0% BIO:

Lisätiedot

Information on Finnish Language Courses Spring Semester 2017 Jenni Laine

Information on Finnish Language Courses Spring Semester 2017 Jenni Laine Information on Finnish Language Courses Spring Semester 2017 Jenni Laine 4.1.2017 KIELIKESKUS LANGUAGE CENTRE Puhutko suomea? Do you speak Finnish? -Hei! -Moi! -Mitä kuuluu? -Kiitos, hyvää. -Entä sinulle?

Lisätiedot

Vaihtoon lähdön motiivit ja esteet Pohjoismaissa. Siru Korkala 12.10.2012

Vaihtoon lähdön motiivit ja esteet Pohjoismaissa. Siru Korkala 12.10.2012 Vaihtoon lähdön motiivit ja esteet Pohjoismaissa Siru Korkala 12.10.2012 Tutkimuskysymykset Miten kansainväliseen liikkuvuuteen osallistuvat opiskelijat eroavat ei-liikkujista taustoiltaan Mitkä ovat liikkuvuuden

Lisätiedot

MIKES, Julkaisu J3/2000 MASS COMPARISON M3. Comparison of 1 kg and 10 kg weights between MIKES and three FINAS accredited calibration laboratories

MIKES, Julkaisu J3/2000 MASS COMPARISON M3. Comparison of 1 kg and 10 kg weights between MIKES and three FINAS accredited calibration laboratories MITTATEKNIIKAN KESKUS CENTRE FOR METROLOGY AND ACCREDITATION Julkaisu J3/2000 MASS COMPARISON M3 Comparison of 1 kg and 10 kg weights between MIKES and three FINAS accredited calibration laboratories Kari

Lisätiedot

LUONNOS RT 80260 EN AGREEMENT ON BUILDING WORKS 1 THE PARTIES. May 1998 1 (10)

LUONNOS RT 80260 EN AGREEMENT ON BUILDING WORKS 1 THE PARTIES. May 1998 1 (10) RT 80260 EN May 1998 1 (10) AGREEMENT ON BUILDING WORKS This agreement template is based on the General Terms and Conditions of Building Contracts YSE 1998 RT 16-10660, LVI 03-10277, Ratu 417-7, KH X4-00241.

Lisätiedot

Digital Admap Native. Campaign: Kesko supermarket

Digital Admap Native. Campaign: Kesko supermarket Digital Admap Native Campaign: Kesko supermarket Digital Admap Native Campaign: Kesko Supermarket Mainosmuoto: Natiivi Media: IS.fi Campaign period: 25 September Date of measurement: 26 September Unique:

Lisätiedot

7. Product-line architectures

7. Product-line architectures 7. Product-line architectures 7.1 Introduction 7.2 Product-line basics 7.3 Layered style for product-lines 7.4 Variability management 7.5 Benefits and problems with product-lines 1 Short history of software

Lisätiedot

Valintakoe klo Liikuntalääketiede/Itä-Suomen yliopisto

Valintakoe klo Liikuntalääketiede/Itä-Suomen yliopisto Valintakoe klo 13-16 12.5.2015 Liikuntalääketiede/Itä-Suomen yliopisto Mediteknia Nimi Henkilötunnus Tehtävä 1 (max 8 pistettä) Saatte oheisen artikkelin 1 Exercise blood pressure and the risk for future

Lisätiedot

Uusi Ajatus Löytyy Luonnosta 4 (käsikirja) (Finnish Edition)

Uusi Ajatus Löytyy Luonnosta 4 (käsikirja) (Finnish Edition) Uusi Ajatus Löytyy Luonnosta 4 (käsikirja) (Finnish Edition) Esko Jalkanen Click here if your download doesn"t start automatically Uusi Ajatus Löytyy Luonnosta 4 (käsikirja) (Finnish Edition) Esko Jalkanen

Lisätiedot

Suomen JVT- ja Kuivausliikkeiden Liitto ry The Association of Finnish Damage Restoration Companies

Suomen JVT- ja Kuivausliikkeiden Liitto ry The Association of Finnish Damage Restoration Companies Suomen JVT- ja Kuivausliikkeiden Liitto ry The Association of Finnish Damage Restoration Companies PL 3 00721 Helsinki www.vahinkopalvelut.net info@vahinkopalvelut.net +358-40-900 9856 TUVASA Turvallinen

Lisätiedot

Hyvinvointia työstä. Työterveyslaitos

Hyvinvointia työstä. Työterveyslaitos Hyvinvointia työstä Työkyvyn yhteys kolmannen iän terveyteen Jorma Seitsamo Aineistot kyselytutkimus vuosilta 1981 2009, vastaajia 6257 (81) 3093 (09) Tiedot eri rekistereistä THL:n hoitoilmoitusrekisteristä

Lisätiedot

Tupakkapoliittisten toimenpiteiden vaikutus. Satu Helakorpi Terveyden edistämisen ja kroonisten tautien ehkäisyn osasto Terveyden edistämisen yksikkö

Tupakkapoliittisten toimenpiteiden vaikutus. Satu Helakorpi Terveyden edistämisen ja kroonisten tautien ehkäisyn osasto Terveyden edistämisen yksikkö Tupakkapoliittisten toimenpiteiden vaikutus Satu Helakorpi Terveyden edistämisen ja kroonisten tautien ehkäisyn osasto Terveyden edistämisen yksikkö Päivittäin tupakoivien osuus (%) 1978 2006 % 50 40 30

Lisätiedot

Ostamisen muutos muutti myynnin. Technopolis Business Breakfast 21.8.2014

Ostamisen muutos muutti myynnin. Technopolis Business Breakfast 21.8.2014 Ostamisen muutos muutti myynnin Technopolis Business Breakfast 21.8.2014 Taking Sales to a Higher Level Mercuri International on maailman suurin myynnin konsultointiyritys. Autamme asiakkaitamme parantamaan

Lisätiedot

LX 70. Ominaisuuksien mittaustulokset 1-kerroksinen 2-kerroksinen. Fyysiset ominaisuudet, nimellisarvot. Kalvon ominaisuudet

LX 70. Ominaisuuksien mittaustulokset 1-kerroksinen 2-kerroksinen. Fyysiset ominaisuudet, nimellisarvot. Kalvon ominaisuudet LX 70 % Läpäisy 36 32 % Absorptio 30 40 % Heijastus 34 28 % Läpäisy 72 65 % Heijastus ulkopuoli 9 16 % Heijastus sisäpuoli 9 13 Emissiivisyys.77.77 Auringonsuojakerroin.54.58 Auringonsäteilyn lämmönsiirtokerroin.47.50

Lisätiedot

Information on Finnish Language Courses Spring Semester 2018 Päivi Paukku & Jenni Laine Centre for Language and Communication Studies

Information on Finnish Language Courses Spring Semester 2018 Päivi Paukku & Jenni Laine Centre for Language and Communication Studies Information on Finnish Language Courses Spring Semester 2018 Päivi Paukku & Jenni Laine 4.1.2018 Centre for Language and Communication Studies Puhutko suomea? -Hei! -Hei hei! -Moi! -Moi moi! -Terve! -Terve

Lisätiedot

Infrastruktuurin asemoituminen kansalliseen ja kansainväliseen kenttään Outi Ala-Honkola Tiedeasiantuntija

Infrastruktuurin asemoituminen kansalliseen ja kansainväliseen kenttään Outi Ala-Honkola Tiedeasiantuntija Infrastruktuurin asemoituminen kansalliseen ja kansainväliseen kenttään Outi Ala-Honkola Tiedeasiantuntija 1 Asemoitumisen kuvaus Hakemukset parantuneet viime vuodesta, mutta paneeli toivoi edelleen asemoitumisen

Lisätiedot

Supplies

Supplies Supplies - 239236-2018 05/06/2018 S105 - - Supplies - Contract notice - Open procedure I. II. III. IV. VI. Finland-Seinäjoki: Wheelchairs 2018/S 105-239236 Contract notice Supplies Directive 2014/24/EU

Lisätiedot

Surveillance and epidemiology of hepatitis C in Finland

Surveillance and epidemiology of hepatitis C in Finland Surveillance and epidemiology of hepatitis C in Finland Markku Kuusi MD, PhD National Institute for Health and Welfare Infectious Disease Control Unit Register-based data [National Infectious Disease Register

Lisätiedot

Hankkeiden vaikuttavuus: Työkaluja hankesuunnittelun tueksi

Hankkeiden vaikuttavuus: Työkaluja hankesuunnittelun tueksi Ideasta projektiksi - kumppanuushankkeen suunnittelun lähtökohdat Hankkeiden vaikuttavuus: Työkaluja hankesuunnittelun tueksi Erasmus+ -ohjelman hakuneuvonta ammatillisen koulutuksen kumppanuushanketta

Lisätiedot

On instrument costs in decentralized macroeconomic decision making (Helsingin Kauppakorkeakoulun julkaisuja ; D-31)

On instrument costs in decentralized macroeconomic decision making (Helsingin Kauppakorkeakoulun julkaisuja ; D-31) On instrument costs in decentralized macroeconomic decision making (Helsingin Kauppakorkeakoulun julkaisuja ; D-31) Juha Kahkonen Click here if your download doesn"t start automatically On instrument costs

Lisätiedot

ProAgria. Opportunities For Success

ProAgria. Opportunities For Success ProAgria Opportunities For Success Association of ProAgria Centres and ProAgria Centres 11 regional Finnish ProAgria Centres offer their members Leadership-, planning-, monitoring-, development- and consulting

Lisätiedot

Land-Use Model for the Helsinki Metropolitan Area

Land-Use Model for the Helsinki Metropolitan Area Land-Use Model for the Helsinki Metropolitan Area Paavo Moilanen Introduction & Background Metropolitan Area Council asked 2005: What is good land use for the transport systems plan? At first a literature

Lisätiedot

BLOCKCHAINS AND ODR: SMART CONTRACTS AS AN ALTERNATIVE TO ENFORCEMENT

BLOCKCHAINS AND ODR: SMART CONTRACTS AS AN ALTERNATIVE TO ENFORCEMENT UNCITRAL EMERGENCE CONFERENCE 13.12.2016 Session I: Emerging Legal Issues in the Commercial Exploitation of Deep Seabed, Space and AI BLOCKCHAINS AND ODR: SMART CONTRACTS AS AN ALTERNATIVE TO ENFORCEMENT

Lisätiedot

SUOMEN IVF-TILASTOT 1992-2007 FINLANDS IVF-STATISTIK 1992-2007 FINNISH IVF STATISTICS 1992-2007. Taulukot/Tabeller/Tables:

SUOMEN IVF-TILASTOT 1992-2007 FINLANDS IVF-STATISTIK 1992-2007 FINNISH IVF STATISTICS 1992-2007. Taulukot/Tabeller/Tables: SUOMEN IVF-TILASTOT 1992-2007 FINLANDS IVF-STATISTIK 1992-2007 FINNISH IVF STATISTICS 1992-2007 Taulukot/Tabeller/Tables: Taulukko 1: IVF-hoitoja antavien klinikoiden määrä ja koko 1992-2007 Tabell 1:

Lisätiedot

Expression of interest

Expression of interest Expression of interest Avoin hakemus tohtorikoulutettavaksi käytäntö Miksi? Dear Ms. Terhi virkki-hatakka I am writing to introduce myself as a volunteer who have the eagerness to study in your university.

Lisätiedot

Pricing policy: The Finnish experience

Pricing policy: The Finnish experience Pricing policy: The Finnish experience Esa Österberg Senior Researcher Alcohol and Drug Research, STAKES, Helsinki, Finland esa.osterberg@stakes.fi Three pillars of traditional Nordic alcohol control Strict

Lisätiedot

I. Principles of Pointer Year Analysis

I. Principles of Pointer Year Analysis I. Principles of Pointer Year Analysis Fig 1. Maximum (red) and minimum (blue) pointer years. 1 Fig 2. Principle of pointer year calculation. Fig 3. Skeleton plot graph created by Kinsys/Kigraph programme.

Lisätiedot

What to do with outcome reporting bias? Mitä tehdä tulosten raportointiharhalle?

What to do with outcome reporting bias? Mitä tehdä tulosten raportointiharhalle? What to do with outcome reporting bias? Mitä tehdä tulosten raportointiharhalle? Prof. Marjukka Mäkelä, FINOHTA/THL 21.4.2011 1 Sidonnaisuudet IJTAHCin päätoimittaja (Cambridge University Press, palkkio

Lisätiedot

HARJOITUS- PAKETTI A

HARJOITUS- PAKETTI A Logistiikka A35A00310 Tuotantotalouden perusteet HARJOITUS- PAKETTI A (6 pistettä) TUTA 19 Luento 3.Ennustaminen County General 1 piste The number of heart surgeries performed at County General Hospital

Lisätiedot

Metsälamminkankaan tuulivoimapuiston osayleiskaava

Metsälamminkankaan tuulivoimapuiston osayleiskaava VAALAN KUNTA TUULISAIMAA OY Metsälamminkankaan tuulivoimapuiston osayleiskaava Liite 3. Varjostusmallinnus FCG SUUNNITTELU JA TEKNIIKKA OY 12.5.2015 P25370 SHADOW - Main Result Assumptions for shadow calculations

Lisätiedot

Windows Phone. Module Descriptions. Opiframe Oy puh. +358 44 7220800 eero.huusko@opiframe.com. 02600 Espoo

Windows Phone. Module Descriptions. Opiframe Oy puh. +358 44 7220800 eero.huusko@opiframe.com. 02600 Espoo Windows Phone Module Descriptions Mikä on RekryKoulutus? Harvassa ovat ne työnantajat, jotka löytävät juuri heidän alansa hallitsevat ammatti-ihmiset valmiina. Fiksuinta on tunnustaa tosiasiat ja hankkia

Lisätiedot

Elixir of life Elixir for Mind and Body

Elixir of life Elixir for Mind and Body Elixir of life Elixir for Mind and Body Session C: Horizontality of Industries and future services SHOK Summit April 20th, 2010 Katja Hatakka, PhD, Development Manager, Valio R&D Case Susan Facts about

Lisätiedot