The Experiences of Human Research Participants of Health Studies

Total Page:16

File Type:pdf, Size:1020Kb

The Experiences of Human Research Participants of Health Studies BODIES OF SCIENCE BODIES OF SCIENCE: THE EXPERIENCES OF HUMAN RESEARCH PARTICIPANTS OF HEALTH STUDIES By LEIGH HAYDEN, B.Sc., M.A. A Thesis Submitted to the School of Graduate Studies in Partial Fulfilment of the Requirements for the Degree Doctorate of Philosophy McMaster University © Copyright by Leigh Hayden, November 2009 DOCTORATE OF PHILOSOPHY (2009) McMaster University (Anthropology) Hamilton, Ontario TITLE: Bodies of Science: The Experiences of Human Research Participants of Health Studies AUTHOR: Leigh Hayden, B.Sc., M.A. (McMaster University} SUPERVISOR: Professor W. Warry NUMBER OF PAGES: v, 392 ii ABSTRACT This dissertation examines my investigation of the experiences of participants of university-based health research. My primary research questions were: (1) Why do people participate in health research, despite its risks? (2) Why are people asked to participate in health research? (3) What factors influence local research environments? I employed a critical-interpretive medical anthropology framework to investigate and describe three studies: a Phase 2a asthma drug study, a Phase 1 oncology drug study, and a muscle regeneration study. I followed each of these studies, conducting hundreds of hours of participant observation and interviewing 31 participants multiple times during the course of their enrolment. To learn about the organization and governance of university­ based health research I also interviewed researchers, research coordinators, and ethics experts. In addition, I conducted participant observation at three different research ethics boards (REBs) and two industry conferences. Participant enrolment was significantly influenced by: belief in the "good" of medical research, the enjoyment they experienced as former participants, and desire to receive benefit, including remuneration and possible health benefits. Participation often entails long hours, and much of this time is spent socializing with the research team. Participants often develop trusting relationships with the research team, and learn to adopt its scientific language, in addition to its interests and perspectives. Thus, participants rarely question how research is funded and who ultimately benefits from research. They also do not identify as participants, but rather as volunteers or guests. This is a significant obstacle for participant organization. Since they are not organized to voice their interests collectively, REBs are responsible for protecting their interests. Research ethics board focus almost exclusively on reducing risk and rarely address increasing the potential benefit of researcher to the participants. I conclude my analysis with recommendations for REBs, policy makers, and researchers. iii ACKNOWLEDGEMENTS My sincere thanks to my informants for their cooperation, insight, and willingness to interrogate their own experiences. Many thanks to my supervisor, Dr. Wayne Warry, for his pragmatic, perceptive, blunt, and extremely helpful advice and guidance. I also extend my gratitude to my committee members, Dr. Andrea Frolic and Dr. Gordon Guyatt, for their challenging perspectives and their dogged attempts to help me think sophisticatedly and write clearly. I also was blessed by the support and academic mentors hip of: Sharon Bruce, Catherine MacDonald, Tara Goetze, Lana Mamisashvili, Tom O'Neil, Lisa Schwartz, Jean Michel Montison, Sean Kidd, Mona Gupta, Donna Goldstein, Michal Coughlin, Michael McDonald, Dorothy Pawluch, Susan Cox, Rhue Hayden and Worth Hayden. I thank the Social Science and Humanities Research Council, the Ontario Ministry of Research and Education, and McMaster University for their financial support. Finally, I thank Shane Dzioba for his guidance, encouragement, wisdom, and critical but irreverent thinking. This project would not have been possible without the participation, guidance, involvement, support, and encouragement of all of these exceptional people. Any errors are my own. iv TABLE OF CONTENTS Chapter 1: Introduction Page 1 Chapter 2: Methodology Page 36 Chapter 3: Political Economy of University-Based Health Research Page 88 Chapter 4: Rhythms of Research Page 142 Chapter 5: Laughter and Humour in Research Page 208 Chapter 6: Medical Research Ethics Page 242 Chapter 7: Autoethnography of a Research Participant Page 297 Chapter 8: Summary Page 332 References Page 353 Appendix A Page 389 Appendix B Page 391 v PhD Thesis - L. Hayden McMaster - Department of Anthropology CHAPTER 1: INTRODUCTION A) Purpose of Research In this study, my main objective is to understand, primarily from the perspectives of research participants, the world of university-based health research. My research questions are: 1. Why do people participate in health research, despite its risks? 2. Why are people asked to participate in health research? 3. What is the research environment like? What factors influence this environment? I am interested in health research because I find it fascinating that people put their health at risk and undergo sometimes inconvenient, painful, or difficult procedures for strangers. Moreover, these participants are often paid by multi- national pharmaceutical companies, which have been known to value shareholder interests over human life and safety (Angell 2004). I am also genuinely interested in research activities. As a Master's student, one of my part-time jobs was to interview National Science and Engineering Research Council (NSERC) recipients about their research and write articles about them for the faculty newspaper. I enjoyed this work immensely because it enabled me to speak with researchers about their dreams and passions. Participants of health research, in many ways, also have opportunities to inhabit the worlds of medical researchers, and to help them actualize these dreams. At the very least, they 1 PhD Thesis- L. Hayden McMaster - Department of Anthropology become exposed to the worlds of researchers; their strange language, obsession with measurement, and plodding logic. B) Health Research in Canada Health research in Canada is conducted in a variety of contexts. Much of it is conducted in universities and colleges. Such research is funded by both private and public sources. Other "public" research is conducted in government- based laboratories. Finally, private industry, such as biotechnology firms and pharmaceutical companies, often fund their own research. This research is either conducted "in house" or is contracted to contract research organizations (CROs) who are responsible for conducting the research on their behalf. CROs are important and under-researched actors in the current health research milieu and will have significant impact on how the industry evolves (Mirowski and Van Horn 2005). However, my research concerns university-based health research only. Private industry is growing and challenges both the academy's domain over research and modern research ethics. Academics now compete with CROs for research funding from private industry. Industry does not necessarily rely on the academy to develop and test drugs and medical devices; it can pursue its research and development goals through partnering with CROs instead of academics (Petryna 2009). In addition, industry-sponsored studies are often multi-sited, increasing the complexity of research governance (McDonald 2005). By focusing on "public", rather than "private" research, I am documenting the 2 PhD Thesis - L. Hayden McMaster - Department of Anthropology experiences of research participants and researchers within the public context, no doubt a very different world than research conducted by CROs. CROs are a growing industry, the economy and practices of research are becoming more privatized. However, research participation in public institutions continues to be intellectually and technically important. Publicly-funded health research may be a shrinking field, so this is an important documentation of the practices and discourses of the sector. There are numerous types of health research involving humans, ranging from health behavioural research to clinical trials. When people are invited to participate in health studies, they are typically invited to complete a survey, or participate in an epidemiological study, kinesiology study, a psychological study, or a clinical trial. Investigators survey people for a number of reasons, but primarily to explore participants' knowledge, attitudes and behaviours. Epidemiological studies typically follow populations over time and attempt to link health outcomes with exposures to substances or events. Kinesiology studies explore bodily movement and function. Psychological studies investigate numerous cognitive, emotional, and behavioural responses in humans. Clinical trials are studies which determine the effectiveness and safety of drugs and medical devices (Cancer Research UK 2006). After bench testing and safety testing on animals, drugs are typically tested on humans in four phases. Testing can stop at any phase if evidence suggests the drug is unsafe or ineffective. Phase 1 tests the safety, toxicity, and side effects of a new 3 PhD Thesis - L. Hayden McMaster - Department of Anthropology intervention. Most Phase 1 studies use a dosing cohort design to determine the maximum tolerable dose. Participants are put into dosing cohorts, where each cohort receives a different dose to learn the maximum safe dosage. Phase 2 tests preliminary effectiveness and further evaluates safety. Phase 3 tests the effectiveness and side effects of the intervention compared to placebo and/or
Recommended publications
  • Higher Education Reform: Getting the Incentives Right
    Higher Education Reform: Getting the Incentives Right CPB Netherlands Bureau for Economic Policy Analysis CHEPS Van Stolkweg 14 University of Twente P.O. Box 80510 P.O. Box 217 2508 GM The Hague, The Netherlands 7500 AE Enschede, the Netherlands ISBN 90 5833 065 6 2 Contents Contents Preface 9 Introduction 11 1 The Dutch higher education system 15 1.1 Binary system 15 1.2 Formal tasks 16 1.3Types of institutions 16 1.4 Funding structure 17 1.5 Public expenditures on higher education 19 1.6 Tuition fee policies 21 1.7 Student support system 23 1.8 Admission policies 24 1.9 Quality control 25 1.10 Enrollment 26 Annex:Public funding of higher education in the Netherlands, performance-based models 29 2 Economics of higher education 35 2.1 Why do people attend higher education? 35 2.1.1 The human capital approach 35 2.1.2 The signalling approach 36 2.1.3How high are the financial and non-financial returns to higher education? 36 2.2 Why public support of higher education? 38 2.2.1 Human capital spillovers 38 2.2.2 Capital market constraints 39 2.2.3Risk 40 2.2.4 Imperfect information and transparency 41 2.2.5 Income redistribution 42 2.2.6 Tax distortions 42 2.3How to fund higher education? 42 2.3.1 Student support 43 2.3.2 Funding of higher education institutions 43 2.4 Public versus private provision of higher education 44 2.5 Should the higher education sector be deregulated? 45 2.6 Why combine education and research in universities? 46 5 Higher Education Reform: Getting the Incentives Right 2.7 Why and when should research be publicly funded?
    [Show full text]
  • “Dysrationalia” Among University Students: the Role of Cognitive
    “Dysrationalia” among university students: The role of cognitive abilities, different aspects of rational thought and self-control in explaining epistemically suspect beliefs Erceg, Nikola; Galić, Zvonimir; Bubić, Andreja Source / Izvornik: Europe’s Journal of Psychology, 2019, 15, 159 - 175 Journal article, Published version Rad u časopisu, Objavljena verzija rada (izdavačev PDF) https://doi.org/10.5964/ejop.v15i1.1696 Permanent link / Trajna poveznica: https://urn.nsk.hr/urn:nbn:hr:131:942674 Rights / Prava: Attribution 4.0 International Download date / Datum preuzimanja: 2021-09-29 Repository / Repozitorij: ODRAZ - open repository of the University of Zagreb Faculty of Humanities and Social Sciences Europe's Journal of Psychology ejop.psychopen.eu | 1841-0413 Research Reports “Dysrationalia” Among University Students: The Role of Cognitive Abilities, Different Aspects of Rational Thought and Self-Control in Explaining Epistemically Suspect Beliefs Nikola Erceg* a, Zvonimir Galić a, Andreja Bubić b [a] Department of Psychology, Faculty of Humanities and Social Sciences, University of Zagreb, Zagreb, Croatia. [b] Department of Psychology, Faculty of Humanities and Social Sciences, University of Split, Split, Croatia. Abstract The aim of the study was to investigate the role that cognitive abilities, rational thinking abilities, cognitive styles and self-control play in explaining the endorsement of epistemically suspect beliefs among university students. A total of 159 students participated in the study. We found that different aspects of rational thought (i.e. rational thinking abilities and cognitive styles) and self-control, but not intelligence, significantly predicted the endorsement of epistemically suspect beliefs. Based on these findings, it may be suggested that intelligence and rational thinking, although related, represent two fundamentally different constructs.
    [Show full text]
  • Working Memory, Cognitive Miserliness and Logic As Predictors of Performance on the Cognitive Reflection Test
    Working Memory, Cognitive Miserliness and Logic as Predictors of Performance on the Cognitive Reflection Test Edward J. N. Stupple ([email protected]) Centre for Psychological Research, University of Derby Kedleston Road, Derby. DE22 1GB Maggie Gale ([email protected]) Centre for Psychological Research, University of Derby Kedleston Road, Derby. DE22 1GB Christopher R. Richmond ([email protected]) Centre for Psychological Research, University of Derby Kedleston Road, Derby. DE22 1GB Abstract Most participants respond that the answer is 10 cents; however, a slower and more analytic approach to the The Cognitive Reflection Test (CRT) was devised to measure problem reveals the correct answer to be 5 cents. the inhibition of heuristic responses to favour analytic ones. The CRT has been a spectacular success, attracting more Toplak, West and Stanovich (2011) demonstrated that the than 100 citations in 2012 alone (Scopus). This may be in CRT was a powerful predictor of heuristics and biases task part due to the ease of administration; with only three items performance - proposing it as a metric of the cognitive miserliness central to dual process theories of thinking. This and no requirement for expensive equipment, the practical thesis was examined using reasoning response-times, advantages are considerable. There have, moreover, been normative responses from two reasoning tasks and working numerous correlates of the CRT demonstrated, from a wide memory capacity (WMC) to predict individual differences in range of tasks in the heuristics and biases literature (Toplak performance on the CRT. These data offered limited support et al., 2011) to risk aversion and SAT scores (Frederick, for the view of miserliness as the primary factor in the CRT.
    [Show full text]
  • Facts Are More Important Than Novelty
    See discussions, stats, and author profiles for this publication at: https://www.researchgate.net/publication/268522706 Facts Are More Important Than Novelty Article in Educational Researcher · August 2014 DOI: 10.3102/0013189X14545513 CITATIONS READS 157 1,131 2 authors: Matthew Makel Jonathan Plucker Duke University Johns Hopkins University 60 PUBLICATIONS 1,422 CITATIONS 205 PUBLICATIONS 5,383 CITATIONS SEE PROFILE SEE PROFILE Some of the authors of this publication are also working on these related projects: Excellence Gaps: Addressing Both Equity and Excellence View project Training View project All content following this page was uploaded by Jonathan Plucker on 21 November 2014. The user has requested enhancement of the downloaded file. Educational Researcher http://er.aera.net Facts Are More Important Than Novelty: Replication in the Education Sciences Matthew C. Makel and Jonathan A. Plucker EDUCATIONAL RESEARCHER published online 13 August 2014 DOI: 10.3102/0013189X14545513 The online version of this article can be found at: http://edr.sagepub.com/content/early/2014/07/23/0013189X14545513 Published on behalf of American Educational Research Association and http://www.sagepublications.com Additional services and information for Educational Researcher can be found at: Email Alerts: http://er.aera.net/alerts Subscriptions: http://er.aera.net/subscriptions Reprints: http://www.aera.net/reprints Permissions: http://www.aera.net/permissions >> OnlineFirst Version of Record - Aug 13, 2014 What is This? Downloaded from http://er.aera.net by guest on August 17, 2014 EDRXXX10.3102/0013189X14545513Educational ResearcherMonth XXXX 545513research-article2014 FEATURE ARTICLE Facts Are More Important Than Novelty: Replication in the Education Sciences Matthew C. Makel1 and Jonathan A.
    [Show full text]
  • The Comprehensive Assessment of Rational Thinking
    EDUCATIONAL PSYCHOLOGIST, 51(1), 23–34, 2016 Copyright Ó Division 15, American Psychological Association ISSN: 0046-1520 print / 1532-6985 online DOI: 10.1080/00461520.2015.1125787 2013 THORNDIKE AWARD ADDRESS The Comprehensive Assessment of Rational Thinking Keith E. Stanovich Department of Applied Psychology and Human Development University of Toronto, Canada The Nobel Prize in Economics was awarded in 2002 for work on judgment and decision- making tasks that are the operational measures of rational thought in cognitive science. Because assessments of intelligence (and similar tests of cognitive ability) are taken to be the quintessence of good thinking, it might be thought that such measures would serve as proxies for the assessment of rational thought. It is important to understand why such an assumption would be misplaced. It is often not recognized that rationality and intelligence (as traditionally defined) are two different things conceptually and empirically. Distinguishing between rationality and intelligence helps explain how people can be, at the same time, intelligent and irrational. Thus, individual differences in the cognitive skills that underlie rational thinking must be studied in their own right because intelligence tests do not explicitly assess rational thinking. In this article, I describe how my research group has worked to develop the first prototype of a comprehensive test of rational thought (the Comprehensive Assessment of Rational Thinking). It was truly a remarkable honor to receive the E. L. Thorn- Cunningham, of the University of California, Berkeley. To dike Career Achievement Award for 2012. The list of previ- commemorate this award, Anne bought me a 1923 ous winners is truly awe inspiring and humbling.
    [Show full text]
  • Tanah Datar); Laila Kuznezov, Janes Imanuel Ginting, Gregorius Kelik Agus Endarso, Leonardus B
    38771 Public Disclosure Authorized Public Disclosure Authorized Public Disclosure Authorized Public Disclosure Authorized Nine Case Studiesfrom Indonesia Nine Case forthePoor: Making Services Work INDOPOV THE WORLD BANK OFFICE JAKARTA Jakarta Stock Exchange Building Tower II/12th Fl. Jl. Jend. Sudirman Kav. 52-53 Jakarta 12910 Tel: (6221) 5299-3000 Fax: (6221) 5299-3111 Website: www.worldbank.or.id THE WORLD BANK 1818 H Street N.W. Washington, D.C. 20433, U.S.A. Tel: (202) 458-1876 Fax: (202) 522-1557/1560 Email: [email protected] Website: www.worldbank.org Printed in 2006. This volume is a product of staff of the World Bank. The fi ndings, interpretations, and conclusions expressed herein do not necessarily refl ect the views of the Board of Executive Directors of the World Bank or the governments they represent. The World Bank does not guarantee the accuracy of the data included in this work. The boundaries, colors, denominations, and other information shown on any map in this work do not imply any judgment on the part of the World Bank concerning the legal status of any territory or the endorsement of acceptance of such boundaries. Making Services Work for the Poor : Nine Case Studies from Indonesia Bank Dunia | The World Bank Indonesia Poverty Analysis Program (INDOPOV) Poverty Reduction and Economic Management Unit East Asia and Pacifi c Region Acknowledgements The Making Services Work for the Poor Case Studies series was researched and written by a team led by Stefan Nachuk (EASPR). The document constitutes one part of a larger piece of analytical work designed to examine access to services for the poor in Indonesia.
    [Show full text]
  • Technical Commentary
    TECHNICAL COMMENTARY Eye movement desensitisation and reprocessing Introduction stringent reporting checklists than the PRISMA, and that some reviews may have been limited Eye movement desensitisation and by journal guidelines. reprocessing (EMDR) is based on the observation that the intensity of traumatic Evidence was graded using the Grading of memories can be reduced through eye Recommendations Assessment, Development movements. While the patient focusses on the and Evaluation (GRADE) Working Group traumatic memory or thought, he or she approach where high quality evidence such as simultaneously moves his or her eyes back and that gained from randomised controlled trials forth, following the movement of the therapist’s (RCTs) may be downgraded to moderate or low finger. The exact mechanisms through which if review and study quality is limited, if there is EMDR works are not clear, although it is inconsistency in results, indirect comparisons, proposed that when a traumatic memory is imprecise or sparse data and high probability of activated in working memory, and at the same reporting bias. It may also be downgraded if time the patient focusses on the movement of risks associated with the intervention or other the fingers, the vividness and intensity of the matter under review are high. Conversely, low memory are reduced. This blurred memory is quality evidence such as that gained from restored in the long-term memory, leading to a observational studies may be upgraded if effect less emotional reaction at future activation. An sizes are large or if there is a dose dependent alternative theory suggests EMDR elicits an response. We have also taken into account investigatory reflex which first results in an alert sample size and whether results are consistent, response, and then, when it appears there is no precise and direct with low associated risks threat, produces a sense of relaxation which (see end of table for an explanation of these inhibits negative affect associated with the terms)2.
    [Show full text]
  • Confirmation Bias in Government- Sponsored Policy Evaluation: a Conceptual Framework
    Confirmation bias in government- sponsored policy evaluation: A conceptual framework Arnaud Vaganay Meta-Lab Working Paper 1 October 2016 This paper investigates a little-understood question in political science: to what extent do political institutions influence policy evaluation? A large literature has flourished in recent years to analyse how institutions affect each stage of the policy cycle, which commonly includes agenda setting, policy formulation, implementation, and evaluation. Thanks to these contributions, we have learned much about the reasons and the ways in which institutions produce sub- optimal policies or ‘policy bias’ by favouring one group or issue to the detriment of others [1], [2]. For instance, agenda-setting theories have shown how these institutions compete for turning private issues into public policy. Other theories have emphasised the key role played by these different institutions in the formulation of policy. We have also learned much about how institutions can affect the implementation of reforms. Comparatively, our knowledge of what influences the way policy evaluations are conducted appears limited. The authors of The Oxford Handbook of Political Institutions barely address the issue. Other textbooks are equally succinct [4]–[6]. Yet, policy evaluations raise important questions, mainly because they tend to be conducted or commissioned by the very organisations that designed and implemented the intervention in the first place. The assumption of independence, which underpins scientific research, is often violated. Political institutions typically include formal democratic bodies (parliaments, governments, bureaucracies, political parties, presidents, etc.), however, institutional theories have also scrutinised the role groups and organisations without a constitutional mandate but nevertheless influential (interest groups, media, pollsters).
    [Show full text]
  • The Impact Generated by Publicly and Charity-Funded Research in the United Kingdom: a Systematic Literature Review Daniela Gomes and Charitini Stavropoulou*
    Gomes and Stavropoulou Health Research Policy and Systems (2019) 17:22 https://doi.org/10.1186/s12961-019-0425-2 REVIEW Open Access The impact generated by publicly and charity-funded research in the United Kingdom: a systematic literature review Daniela Gomes and Charitini Stavropoulou* Abstract Objective: To identify, synthesise and critically assess the empirical evidence of the impact generated by publicly and charity-funded health research in the United Kingdom. Methods: We conducted a systematic literature review of the empirical evidence published in English in peer- reviewed journals between 2006 and 2017. Studies meeting the inclusion criteria were selected and their findings were analysed using the Payback Framework and categorised into five main dimensions, namely knowledge, benefits to future research and research use, benefits from informing policy and product development, health and health sector benefits, and broader economic benefits. We assessed the studies for risk of selection, reporting and funding bias. Results: Thirteen studies met the inclusion criteria. The majority of the studies (10 out of 13) assessed impact at multiple domains including the main five key themes of the Payback Framework. All of them showed a positive impact of funded research on outcomes. Of those studies, one (8%), six (46%) and six (46%) presented a low, moderate and high risk of bias, respectively. Conclusions: Empirical evidence on the impact of publicly and charity-funded research is still limited and subject to funding and selection bias. More work is needed to establish the causal effects of funded research on academic outcomes, policy, practice and the broader economy. Keywords: Research impact, Public and charity funding, Evidence Background Given the magnitude of the investment in health re- Every year, public and charity funding bodies in the search, there has been a growing interest in exploring United Kingdom invest significantly in health research.
    [Show full text]
  • Reducing Bias in Public Health Guidelines
    Reducing Bias in Public Health Guidelines Nicholas Chartres A thesis submitted to fulfil requirements for the degree of DOCTOR OF PHILOSOPHY School of Pharmacy, Faculty of Medicine and Health, The University of Sydney Statement of Originality I Nicholas Chartres, declare that to the best of my knowledge, the content of this thesis is my own work. This thesis has not been submitted for any degree or other purposes. I certify that the intellectual content of this thesis is the product of my own work and that all the assistance received in preparing this thesis and sources have been acknowledged. Nicholas Chartres Date: 07/06/2019 ii Reducing Bias in Public Health Guidelines Abstract Background and Objectives Bias in research and the methods used for developing public health guidelines may put the public’s health at risk. This dissertation explores three possible sources of influence on the recommendations made in public health guidelines: • Commercial Influences on Nutrition Research: Primary research studies and systematic reviews form the evidence base for dietary guidelines. The association between funding sources and the outcomes of nutrition studies was therefore explored; • Methods Used for Public Health Guideline Development: Heterogenous methodologies used in the development of public health guidelines may lead to conflicting recommendations. I conducted a systematic analysis of the methods used in their development; • Social Influences on Public Health Guideline Development: The interactions within guideline groups may be a significant influence on the final recommendations made. I aimed to understand the experiences of the participants involved in developing public health guidelines. Methods My methods included: 1) Meta-analysis and systematic review to measure bias in primary nutrition research; 2) Content analysis to understand the methods used in synthesising evidence for public health guidance development; and 3) Qualitative analysis of interviews to understand social influences on guideline development.
    [Show full text]
  • Dr. Rer. Nat. Sebastian Pape Habilitationskolloquium 22. Februar
    Fairness im Maschinellen Lernen Dr. rer. nat. Sebastian Pape Habilitationskolloquium 22. Februar 2021 Agenda ● Einführung – Motivation – Maschinelles Lernen – Einordnung ● Fairness – Bias – Diskriminierung – Definition Fairness ● Algorithmen – Klassifizierung – Word Embedding ● Herausforderungen ● Zusammenfassung 22.02.21 Habilitationskolloquium Fairness im Maschinellen Lernen Dr. Sebastian Pape 2/25 Aufgaben für maschinelles Lernen Source: https://www.oneragtime.com/24-industries-disrupted-by-ai-infographic/ 22.02.21 Habilitationskolloquium Fairness im Maschinellen Lernen Dr. Sebastian Pape 3/25 Motivation Source: Caroline Chen, ProPublica https://www.propublica.org/article/only-seven-of-stanfords-first-5-000-vaccines-were-designated-for-medical-residents 22.02.21 Habilitationskolloquium Fairness im Maschinellen Lernen Dr. Sebastian Pape 4/25 Machine Learning vs. Traditional Approaches Input Data Input Data Machine Model / Traditional Output Data Learning Program Approach Output Data 22.02.21 Habilitationskolloquium Fairness im Maschinellen Lernen Dr. Sebastian Pape 5/25 Generelle Herausforderungen von Maschinellem Lernen ● Angriffe ● Datenschutz ● Große Datenmengen zum Training benötigt ● Erklärbarkeit / Interpretierbarkeit ● Ethik 22.02.21 Habilitationskolloquium Fairness im Maschinellen Lernen Dr. Sebastian Pape 6/25 Ethik im Maschinellen Lernen Hagendorff, T. (2020). The ethics of AI ethics: An evaluation of guidelines. Minds and Machines, 30(1), 99-120. 22.02.21 Habilitationskolloquium Fairness im Maschinellen Lernen Dr. Sebastian
    [Show full text]
  • Systematic Reviews in the Social Sciences a PRACTICAL GUIDE
    Petticrew / Assessing Adults with Intellecutal Disabilities 1405121106_01_pre-toc Final Proof page 3 4.8.2005 1:07am Systematic Reviews in the Social Sciences A PRACTICAL GUIDE Mark Petticrew and Helen Roberts Petticrew / Assessing Adults with Intellecutal Disabilities 1405121106_01_pre-toc Final Proof page 1 4.8.2005 1:07am Systematic Reviews in the Social Sciences Petticrew / Assessing Adults with Intellecutal Disabilities 1405121106_01_pre-toc Final Proof page 2 4.8.2005 1:07am Petticrew / Assessing Adults with Intellecutal Disabilities 1405121106_01_pre-toc Final Proof page 3 4.8.2005 1:07am Systematic Reviews in the Social Sciences A PRACTICAL GUIDE Mark Petticrew and Helen Roberts Petticrew / Assessing Adults with Intellecutal Disabilities 1405121106_01_pre-toc Final Proof page 4 4.8.2005 1:07am ß 2006 by Mark Petticrew and Helen Roberts BLACKWELL PUBLISHING 350 Main Street, Malden, MA 02148-5020, USA 9600 Garsington Road, Oxford OX4 2DQ, UK 550 Swanston Street, Carlton, Victoria 3053, Australia The right of Mark Petticrew and Helen Roberts to be identified as the Authors of this Work has been asserted in accordance with the UK Copyright, Designs, and Patents Act 1988. All rights reserved. No part of this publication may be reproduced, stored in a retrieval system, or transmitted, in any form or by any means, electronic, mechanical, photo- copying, recording or otherwise, except as permitted by the UK Copyright, Designs, and Patents Act 1988, without the prior permission of the publisher. First published 2006 by Blackwell Publishing Ltd 1 2006 Library of Congress Cataloging-in-Publication Data Petticrew, Mark. Systematic reviews in the social sciences : a practical guide/Mark Petticrew and Helen Roberts.
    [Show full text]