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AI-assisted teams outperform AI-led teams but not human-only teams in assessing research reproducibility in quantitative social science.

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Title: AI-assisted teams outperform AI-led teams but not human-only teams in assessing research reproducibility in quantitative social science.
Authors: Brodeur A; Department of Economics, Faculty of Social Sciences, University of Ottawa, Ottawa, ON K1N 6N5, Canada.; Institute for Replication, Ottawa, ON K1N 6N5, Canada., Valenta D; Department of Economics, Faculty of Social Sciences, University of Ottawa, Ottawa, ON K1N 6N5, Canada.; Institute for Replication, Ottawa, ON K1N 6N5, Canada., Marcoci A; Institute for Technology and Humanity, University of Cambridge, Cambridge CB2 1SB, United Kingdom., Aparicio JP; Department of Economics, Faculty of Social Sciences, University of Ottawa, Ottawa, ON K1N 6N5, Canada.; Institute for Replication, Ottawa, ON K1N 6N5, Canada., Mikola D; Department of Economics, Faculty of Social Sciences, University of Ottawa, Ottawa, ON K1N 6N5, Canada.; Institute for Replication, Ottawa, ON K1N 6N5, Canada., Barbarioli B; Department of Economics, Faculty of Social Sciences, University of Ottawa, Ottawa, ON K1N 6N5, Canada.; Institute for Replication, Ottawa, ON K1N 6N5, Canada., Alexander R; Department of Statistical Sciences, Faculty of Information, University of Toronto, Toronto, ON M5S 3G6, Canada., Deer L; Department of Management and Marketing, University of Melbourne, Melbourne, Carlton, VIC 3010, Australia., Stafford T; School of Psychology, University of Sheffield, Sheffield S1 4DP, United Kingdom.; Research on Research Institute, London WC1E 6JA, United Kingdom., Vilhuber L; Department of Economics, Cornell University, Ithaca, NY 14853., Bensch G; Climate and Development Policy Division, Leibniz Institute for Economic Research - Leibniz Institute for Economic Research, Essen, NRW 45128, Germany., Motoki F; Robert C. Vackar College of Business and Entrepreneurship, University of Texas Rio Grande Valley, Edinburg, TX 78539.; Norwich Business School, Accounting and Quantitative Methods, University of East Anglia, Norwich NR4 7TJ, United Kingdom., Abdelhady M; Department of Economics, Carleton University, Ottawa, ON K1S 5B6, Canada., Abdelmoula Y; Statistics Canada, Ottawa, ON K1A 0T6, Canada., Baki GA; Department of Economics, Faculty of Social Sciences, University of Ottawa, Ottawa, ON K1N 6N5, Canada.; Institute for Replication, Ottawa, ON K1N 6N5, Canada., Aguirre T; GovAI, N1 9JY, London, United Kingdom., Aiyer S; Department of Experimental Psychology, University of Oxford, Oxfordshire OX1 3EL, United Kingdom., Akhtar S; Finance Discipline, University of Sydney Business School, The University of Sydney, Sydney, NSW 2006, Australia., Akhtar F; Department of Actuarial Studies and Business Analytics, Macquarie Business School, Macquarie University, Sydney, NSW 2019, Australia., Albada MR; Department of Socioeconomics, Vienna University of Economics and Business, Vienna 1020, Austria., Altman M; Center for Research on Equitable and Open Scholarship, Massachusetts Institute of Technology, Cabmridge, MA 02139., Angenendt D; Technical University of Munich School of Management, Technical University of Munich, Munich 80333, Germany.; Centre for Business Research, University of Cambridge, Cambridge CB2 1QA, United Kingdom., Arjmandi Lari Z; Independent researcher, Shiraz, Iran., De León Tejada JA; Facultad de Economía, Universidad del Rosario, Bogotá 111711, Colombia., Arana DR; School of Economics, Universidad del Rosario, Bogotá 111711, Colombia., Asanov I; International Center for Higher Education Research and Faculty of Economics, University of Kassel, Kassel, Hessen 34125, Germany., Noha AM; International Center for Higher Education Research and Faculty of Economics, University of Kassel, Kassel, Hessen 34125, Germany., Ashong R; Department of Economics, University of Ghana, Legon, Accra, Ghana., Auer T; Department of Economics, University of Basel, Basel 4052, Switzerland., Bahamonde-Birke FJ; Department of Methodology and Statistics, Tilburg School of Social and Behavioral Sciences, Tilburg University, Tilburg 5037 AB, The Netherlands., Baker BJ; Department of Sport, Tourism and Hospitality Management, Temple University, Philadelphia, PA 19312., Bartram SM; Warwick Business School, University of Warwick, Coventry CV4 7AL, United Kingdom.; Center for Economic Policy Research, Coldbath Square, London EC1R 5HL, United Kingdom., Bao D; Department of Economics, University of Zurich, Zurich CH-8001, Switzerland., Batinovic L; Department of Behavioural Sciences and Learning, Linköping University, Linköping 58183, Sweden., Batistoni T; Centre for Experimental Social Sciences, Nuffield College, University of Oxford, Oxford OX1 1NF, United Kingdom., Beeder M; Department of Economics, University of Southampton, Southampton SO17 1BJ, United Kingdom., Beland LP; Department of Economics, Carleton University, Ottawa, ON K1S 5B6, Canada., Gero Bienz C; Department of Finance, Norwegian School of Economics, Bergen 5045, Norway., Aryanto CB; Faculty of Psychology, Atma Jaya Catholic University of Indonesia, Jakarta 12930, Indonesia., Bolibaugh C; Department of Education, University of York, York YO10 5DD, United Kingdom., Bonander C; Karlstad Business School, Karlstad University, Karlstad SE-651 88, Sweden.; Center for Societal Risk Research, Karlstad University, Karlstad 65188, Sweden., Bravo R; Faculty of Biology Medicine and Health, The University of Manchester, Manchester M13 9NT, United Kingdom., Bronnikov E; School of Business and Economics, Maastricht University, Maastricht 6211 LM, The Netherlands.; Department of Political Science, University of Chicago, Chicago, IL 60637., Bruns S; Centre for Environmental Sciences, Hasselt University, Hasselt 3500, Belgium.; International Center for Higher Education Research, University of Kassel, Kassel, Hessen 34125, Germany.; Meta-Research Innovation Center at Stanford, Stanford University, Stanford, CA 94305., Buliskeria N; Department of Economics, Nazarbayev University, Astana 010000, Kazaakhstan., Caicedo-Silva S; Facultad de Economía, Universidad de los Andes, Bogotá 111711, Colombia., Calef A; University College London School of Management, University College London, London E14 5AA, United Kingdom., Sebastian Cano Arias J; School of Economics, Universidad del Rosario, Bogotá 111711, Colombia., A Castillo Alvarez G; Department of Economics, Universidad de Los Andes, Bogotá 111711, Colombia., Caulker S; United Methodist University Sierra Leone, Freetown, Sierra Leone., Cepenas S; Department of Economics, International School of Management University of Management and Economics, Vilnius LT-01103, Lithuania., Chatton A; Département de Médecine Sociale et Préventive, Université Laval, Québec, QC G1V0A6, Canada.; Département de Médecine Sociale et Préventive, Université de Montréal, Montréal, QC H3N1X9, Canada., Chen Z; Department of Management, Marketing and Information Systems, Hong Kong Baptist University, Kowloon Tong, Hong Kong Special Administrative Regions of China., Chioma Ewurum N; Department of Economics, College of Management Sciences, Michael Okpara University of Agriculture, Umudike, Abia State 440109, Nigeria., Ciocîrlan AB; School of Psychology, University of Sheffield, Sheffield S1 4DP, United Kingdom., Clouth FJ; Department of Methodology and Statistics, Tilburg School of Social and Behavioral Sciences, Tilburg University, Tilburg 5037 AB, The Netherlands., Collins J; Business School, University of Technology Sydney, Sydney, NSW 2007, Australia., Cook N; Department of Economics, Wilfrid Laurier University, Waterloo, ON N2L 3C5, Canada., Cornejo C; Department of Medical Statistics, The London School of Hygiene & Tropical Medicine, London WC1E 7HT, United Kingdom.; Department of Computer Science, University College London, London WC1E 6BT, United Kingdom., Craveiro J; School of Psychology, University of Sheffield, Sheffield S1 4DP, United Kingdom., Créchet J; Department of Economics, Faculty of Social Sciences, University of Ottawa, Ottawa ON, Canada., Cui J; Business School, Beijing Normal University, Beijing 100875, China.; Beijing Normal University, Belt and Road School, Zhuhai, Guangdong 519085, China., Chalil Vayalabron N; School of Earth and Planetary Science, National Institute of Science Education and Research, Odisha 752050, India., Czymara C; Migration & Migrants, Netherlands Interdisciplinary Demographic Institute, The Hague NL-2511 CV, the Netherlands., Bermúdez Jaramillo CD; Department of Economics, Universidad del Rosario, Bogotá 111711, Colombia., Datta H; Department of Marketing, Tilburg University, Tilburg 5000 LE, The Netherlands., Denoo L; Department of Strategy & Entrepreneurship, Tilburg University, Tilburg 5000 LE, The Netherlands., Dhaliwal A; Department of Economics, Carleton University, Ottawa, ON K1S 5B6, Canada., Dhameja N; Department of Economics, Binghamton University, Binghamton, NY 13902., Djemai E; Economics, Université Paris Dauphine-Paris Sciences et Lettres, Paris CEDEX 16 75775, France., Dujeancourt E; Swedish Institute for Social Research, Stockholm University, Stockholm 103 91, Sweden.; Department of Economics and Statistics, Linnaeus University, Växjö 35195, Sweden., Dündar U; Department of Marketing, Vienna University of Economics and Business Vienna, Vienna 1020, Austria., Duprey T; Financial Stability Department, Bank of Canada, Ottawa, ON K1A 0G9, Canada., Eissa Y; Onsi Sawiris School of Business, The American University in Cairo, New Cairo 11835, Egypt., El Fassi Y; Department of Accounting and Control, Hautes études commerciales Lausanne, Lausanne 1015, Switzerland., El Fassi I; Institute for Accounting, Controlling and Auditing, University of St. Gallen, St. Gallen 9000, Switzerland., Ellis K; Monash University, Melbourne, VIC 3168, Australia., Elminejad A; Department of Economics, Nazarbayev University, Astana 010000, Kazaakhstan., Elsherif M; School of Psychology and Vision Science, University of Leicester, Leicester LE1 7RH, United Kingdom.; Psychology, University of Birmingham, Birmingham B15 2TT, United Kingdom., Emirmahmutoglu A; Department of Business and Management Science, Norwegian School of Economics, Bergen 5045, Norway., Etingin-Frati G; Konjunkturforschungsstelle Swiss Economic Institute, ETH Zurich, Zurich 8092, Switzerland., Eze E; Department of Economics, College of Management Sciences, Michael Okpara University of Agriculture, Umudike 440109, Abia State, Nigeria., Dollbaum JF; School of Politics and International Relations, University College Dublin, Dublin 4, Ireland., Feld J; School of Economics and Finance, Victoria University of Wellington, Wellington 6011, New Zealand., Felipe Rengifo Jaramillo A; Business School, Universidad de los Andes, Bogota 111711, Colombia.; Universidad de los Andes, Bogota 111711, Colombia., Fenig G; Department of Economics, Faculty of Social Sciences, University of Ottawa, Ottawa, ON K1N 6N5, Canada., Fernandes V; Vancouver School of Economics, University of British Columbia, Vancouver, BC V6T 1Z4, Canada.; Centre for Health Economics, University of York, Heslington YO10 5DD, United Kingdom., Fiala L; Department of Economics, Faculty of Social Sciences, University of Ottawa, Ottawa, ON K1N 6N5, Canada.; Institute for Replication, Ottawa, ON K1N 6N5, Canada.; Department of Economics, Tilburg University, Tilburg, North Brabant 5037 AB, The Netherlands., Fink L; Department of Economics, School of Business and Economics, Freie Universität Berlin, Berlin 14195, Germany., Firouzjaeiangalougah M; Department of Business Management, Masaryk University, Brno 602 00, Czech Republic., Fish S; School of Engineering and Applied Sciences, Harvard University, Cambridge, MA 02138., Fitzgerald J; Department of Ethics, Governance, and Society, School of Business and Economics, Vrije Universiteit Amsterdam, Noord-Holland, Amsterdam 1081HV, The Netherlands.; Tinbergen Institute, Amsterdam, Noord-Holland 1018WB, The Netherlands., Forshaw R; Department of Accountancy, Economics and Finance, Heriot-Watt University, Edinburgh EH14 4AS, United Kingdom., Fortier-Chouinard A; Department of Political Science, Université Laval, Québec, QC G1V0A6, Canada., Fréget L; laboratoire d'Économie de Dauphine, Centre Pour la Recherche EconoMique et ses Applications, Paris 75014, France., Frese J; Department of Political and Social Sciences, European University Institute, Fiesole 50014, Italy., Gabani J; Health, Nutrition, and Population Global Practice, World Bank, Washington, DC 20433.; Centre for Health Economics, University of York, Heslington YO10 5DD, United Kingdom., Gallegos S; Business School, Universidad Adolfo Ibañez, Santiago 7910000, Chile., Gamill MC; School of Chemical, Materials and Biological Engineering, University of Sheffield, Sheffield S1 3JD, United Kingdom., Gáspár A; Institute of Economics, Eötvös Loránd University Centre for Economic and Regional Studies, Budapest 1097, Hungary.; Department of Economics, Central European University, Vienna 1100, Austria., Gauriot R; Department of Economics, Deakin University, Burwood, VIC 3125, Australia., Gavrilova E; Department of Business and Management Science, Norwegian School of Economics, Bergen 5045, Norway., Geraldes D; School of Economics, University College Dublin, Dublin D04 F6X4, Ireland.; Centre for Business and Economics Research, University of Coimbra, Coimbra 3000-145, Portugal.; Behavioral Science, Geary Institute for Public Poliy, Dublin D04 P9C4, Ireland., Cantone GG; Department of Law, Economics, and Sociology, 'Magna Graecia' University of Catanzaro, Catanzaro 88100, Italy., Gibson G; Department of Economics, McMaster University, Hamilton, ON L8S 4M4, Canada.; The Canadian Research Data Centre Network, Hamilton, ON L8S4M4, Canada., Goldschmitt D; School of Psychology, University of Sheffield, Sheffield S1 4DP, United Kingdom., Gourdon-Kanhukamwe A; Institute for Psychiatry, Psychology & Neuroscience, King's College London, London SE5 9RJ, United Kingdom., Gregor de Varda A; McGovern Institute for Brain Research, Massachusetts Institute of Technology, Cambridge, MA 02139., Grigoryeva I; Economics, University of California San Diego, La Jolla, California 92092., Gugushvili A; Department of Sociology and Human Geography, University of Oslo, Oslo N-0317, Norway., Fletcher AHA; School of Computer Science, University of Sheffield, Sheffield S1 4DP, United Kingdom., Habermann F; University College Dublin Lochlann Quinn School of Business, University College Dublin, Dublin 4, Ireland.; Department of Accounting and Control, University of Lausanne, Lausanne 1015, Switzerland., Hablicsek M; Mathematics Institute, Leiden University, Leiden, South Holland 2333CA, The Netherlands., Haddad J; Department of Economics and Economic History, Unit of Economic Analysis, Universitat Autònoma de Barcelona, Bellaterra, Cerdanyola de Vallès 08193, Spain., Hall JD; Department of Economics, Finance, and Legal Studies, University of Alabama, Tuscaloosa, AL 35487., Hammar O; Department of Economics and Statistics, Linnaeus University, Växjö 35195, Sweden.; Institute for Futures Studies, Stockholm 10131, Sweden., Hassouneh M; Department of Economics, University of Toronto, Toronto, ON M5S 3G7, Canada., Hausladen CI; Computational Social Science, ETH Zürich, Zurich 8057, Switzerland., Hendrikse SCF; Department of Methodology and Statistics, Tilburg School of Social and Behavioral Sciences, Tilburg University, Tilburg 5037 AB, The Netherlands., Hepplewhite M; Department of Politics and International Relations, University of Oxford, Oxford OX1 3UQ, United Kingdom., Ho ATY; Department of Real Estate Management, Ted Rogers School of Management, Toronto Metropolitan University, Toronto, ON M5B 2K3, Canada., Hogan-Hennessy S; Department of Economics, Cornell University, Ithaca, NY 14853., Howley E; School of Psychology, University of Nottingham, Nottingham NG7 2RD, United Kingdom., Huang G; Department of Economics, University of Zurich, Zurich CH-8001, Switzerland.; Department of Health Sciences and Technology, ETH Zurich, Zurich 8001, Switzerland., Hulstaert H; Centre for Environmental Sciences, Hasselt University, Hasselt 3500, Belgium.; Management School, HEC Liège, University of Liege, Liège 4000, Belgium., Ilchovska ZG; School of Psychology, University of Nottingham, Nottingham NG7 2RD, United Kingdom.; Department of Psychology, University of York, York YO10 5DD, United Kingdom.; School of Psychology, University of Birmingham, Birmingham B15 2SA, United Kingdom., Jaimes Santamaria P; Political Economy Research Institute, University of Massachusetts Amherst, Amherst, MA 01003.; Center for Economic and Policy Research, Washington, DC 20009., Jakobsson N; Karlstad Business School, Karlstad University, Karlstad SE-651 88, Sweden., Jansson J; Department of Economics and Statistics, Linnaeus University, Växjö 35195, Sweden.; Research Institute of Industrial Economics, Stockholm 10215, Sweden., Jarosz E; Faculty of Economic Sciences, University of Warsaw, Warsaw 00-927, Poland., Jebeli H; Financial Stability Department, Climate Analysis Team, Bank of Canada, Ottawa, ON K1A 0G9, Canada., Jiang Y; School of Engineering and Applied Sciences, Harvard University, Cambridge, MA 02138., Junaid H; Bart's Life Sciences, Bart's Health National Health Services Trust, London E14 5HJ, United Kingdom.; Queen Mary University of London, London E1 4NS, United Kingdom., Kalluraya R; School of Electrical and Computer Engineering, Cornell University, Ithaca, NY 14853., Karim S; Carleton University, Ottawa, ON K1S 5B6., Kelly E; University of Oxford, Oxford OX1 2JD, United Kingdom., Kimel E; Department of Psychology, University of York, York YO10 5DD, United Kingdom., Kingsuwankul S; Tinbergen Institute, Amsterdam, Noord-Holland 1018WB, The Netherlands.; Department of Management and Organization, School of Business and Economics, Vrije Universiteit Amsterdam, Amsterdam, Noord-Holland 1081 HV, Netherlands., Klotzbücher V; Department of Economics, University of Freiburg, Freiburg im Breisgau 79085, Germany.; Department of Clinical Research, University of Basel, Basel 4051, Switzerland.; University Hospital Basel, Basel 4031, Switzerland., Krähmer D; Department of Sociology, Ludwig Maximilian University of Munich, Munich 80539, Germany., Krūminas P; Department of Economics, International School of Management University of Management and Economics, Vilnius LT-01103, Lithuania., Kruus N; Department of Politics and International Relations, University of Oxford, Oxford OX1 3UQ, United Kingdom., Kujansuu E; Department of Economics, Faculty of Economics and Statistics, University of Innsbruck, Innsbruck 6020, Austria.; Department of Economics, Turku School of Economics, University of Turku, Turku FI-20014, Finland., Kurz CF; Department of Health Economics, Ludwig-Maximilians-Universität Munich, Munich DE-80539, Germany., Küster S; School of Business and Economics, Freie Universität Berlin, Berlin 14195, Germany., Lee-Whiting B; Department of Political Science, University of Toronto, Toronto, ON M5S 3G5, Canada., Lewandowski F; School of Psychology, University of Nottingham, Nottingham NG7 2RD, United Kingdom., Li T; Department of Food, Agricultural and Resource Economics, University of Guelph, Guelph, ON N1G 2W1, Canada., Li R; Department of Economics, Yale University, New Haven, CT 06520-8268., Liu D; Research School of Economics, Australian National University, Canberra, ACT 2600, Australia., Liu J; School of Finance, Renmin University of China, Beijing 100872, China., Lo H; Department of Advanced Social and International Studies, University of Tokyo, Meguro City, Tokyo 153-8902, Japan., Loter K; Department of Methodology and Statistics, Tilburg School of Social and Behavioral Sciences, Tilburg University, Tilburg 5037 AB, The Netherlands., Macedo Dias F; Dyson School of Applied Economics and Management, Cornell University, Ithaca, NY 14850., Madan CR; School of Psychology, University of Nottingham, Nottingham NG7 2RD, United Kingdom., Mäder N; Department of Economics, Knauss School of Business, University of San Diego, San Diego, CA 92110., Mandas M; Department of Economics and Business Administration, University of Cagliari, Cagliari 09124, Italy., Mantilla C; Department of Economics, School of Administrative and Economic Sciences, Pontificia Universidad Javeriana, Bogotá 110231, Colombia., Marcus J; Department of Economics, School of Business and Economics, Freie Universität Berlin, Berlin 14195, Germany., Marino Fages D; Department of Economics, Durham University, Durham DH1 3LB, United Kingdom., Martin X; School of Economics and Management, Tilburg University, Tilburg 5000 LE, The Netherlands., McWay R; Applied Economics, University of Minnesota, Saint Paul, MN 55108., Medina-Gaspar D; Department of Economics, School of Finance, Economics and Government, Universidad Escuela Finanzas Economía y Gobierno, Antioquia, Medellín 050022, Colombia., Meng S; Samuel Curtis Johnson School of Business, Cornell University, Ithaca, NY 14853., Meng L; School of Economics, University of Sheffield, Sheffield S10 2TU, United Kingdom., Merz S; School of Economics and Business, University of Halle, Halle (Saale) 06108, Germany., Miller AP; Department of Marketing, Marshall School of Business, University of Southern California, Los Angeles, CA 90089-1424., Mirabel T; Equalis Capital, Paris 75116, France., Mishra DD; Department of Economics, Rice University, Houston, TX 77005., Mishra S; Institute for Financial Management and Research Graduate School of Business, Krea University, Sri City, Andhra Pradesh 517646, India., Moges BW; Department of Psychology, Dilla University, Dilla, South Ethiopia 419, Ethiopia., Mohandes Mojarrad M; Center PhD Students, Research Group: Econometrics, Tilburg School of Economics and Management, Tilburg university, Tilburg 5037 AB, Netherlands., Mohnen M; Department of Economics, University of Ottawa, Ottawa, ON K1N 6N5, Canada., Morin LP; Department of Economics, Faculty of Social Sciences, University of Ottawa, Ottawa, ON K1N 6N5, Canada., Muehlenbachs L; Department of Economics, University of Calgary, Calgary, AB T2N 1N4, Canada.; Resources for the Future, Washington, DC 20036., Mullin G; Research Group: Econometrics, Tilburg School of Economics and Management, Tilburg University, Tilburg 5037 AB, The Netherlands., Musulan A; Department of Political Science, University of Montreal, Montreal, QC H3T 1J4, Canada.; Institut de valorisation des données, Montreal, QC H3N 1V5, Canada., Muzzì S; Department of Medicine and Surgery, University of Milano-Bicocca, Milan 20126, Italy.; Department of Statistics and Quantitative Methods, University of Milano-Bicocca, Milan 20126, Italy., Myers JAC; Department of Health Sciences, University of York, York YO10 5DD, United Kingdom., Neubauer F; Climate and Development Policy Division, RWI - Leibniz Institute for Economic Research, Berlin 10115, Germany., Nguyen T; Centre for Environmental Sciences, Hasselt University, Hasselt 3500, Belgium., Niazi A; Department of Economics, University of Calgary, Calgary, AB T2N 1N4, Canada., Nordstrom A; School of Public Policy and Administration, Carleton University, Ottawa, ON K1S 5B6, Canada., Nowak B; Institute of Psychology, Cardinal Stefan Wyszynski University, Warsaw 01-938, Poland., O'Habib D; Currency Department, Bank of Canada, Ottawa, ON K1A 0G9, Canada., Ölkers T; Department of Agricultural Economics and Rural Development, University of Göttingen, Göttingen, Niedersachsen 37083, Germany., Ong J; School of Psychology, University of Sheffield, Sheffield S1 4DP, United Kingdom., Orozco Castiblanco V; Instituto de Estudios Superiores de la Empresa Business School, University of Navarra, Barcelona 08034, Spain.; Universidad de Navarra, Pamplona 31009, Spain., Özak Ö; Department of Economics, Dedman College of Humanities and Sciences, Southern Methodist University, Dallas, TX 75275-0496., Ozkes AI; SKEMA Business School, Groupe de Recherche en Droit, Économie et Gestion, Université Côte d'Azur, Lille 59777, France.; Institute for Public Management and Governance, Vienna University of Economics and Business, Vienna 1020, Austria., Paaso M; Department of Finance, Rotterdam School of Management, Erasmus University Rotterdam, Rotterdam, Zuid Holland 3012 CC, The Netherlands., Pandey S; Institute of Psychology, Universität Osnabrück, Osnabrück 49078, Germany., Papazoglou V; School of Computer Science, University of Sheffield, Sheffield S1 4DP, United Kingdom., Penheiro R; Department of Psychology, University of Houston, Houston, TX 77204., Pham L; Department of Economics, Business and Finance, Lake Forest College, Lake Forest, IL 60048., Phieler U; Department of Marketing, Vienna University of Economics and Business, Vienna 1020, Austria., Pütz P; Department of Economics, Bielefeld University, Bielefeld 33615, Germany., Qi Q; Department of Economics, University at Albany, State University of New York, Albany, NY 12222., Qiu J; School of Information, University of Michigan, Ann Arbor, MI 48109., Rein MT; Department of Methodology and Statistics, Tilburg School of Social and Behavioral Sciences, Tilburg University, Tilburg 5037 AB, The Netherlands., Reinstein DA; The Unjournal, Camden, DE 19934., Repo J; Finnish Flagship Inequalities, Interventions, and New Welfare State Flagship Research Centre, University of Turku, Turku 20014, Finland., Rudolf N; Department of Accounting and Control, University of Lausanne, Lausanne 1015, Switzerland., Saha S; Applied Economics and Management, Cornell University, Ithaca, NY 14853., Saka O; Department of Economics, City St George's, University of London, London EC1V 0HB, United Kingdom., Saponaro C; Department of Psychology, University of Milano-Bicocca, Milan 20126, Italy., Sator G; School of Economics, University of Nottingham, Nottingham NG7 2RD, United Kingdom., Schoenmakers M; Department of Methodology and Statistics, Tilburg School of Social and Behavioral Sciences, Tilburg University, Tilburg 5037 AB, The Netherlands., Seri R; InsIDE Lab, Dipartimento di Economia, Università degli Studi dell'Insubria, Varese 21100, Italy., Shah M; Department of Real Estate Management, Ted Rogers School of Management, Toronto Metropolitan University, Toronto, ON M5B 2K3, Canada., Sibille P; Management School, HEC Liège, University of Liege, Liège 4000, Belgium., Siemroth C; Department of Economics, University of Essex, Colchester CO4 3SQ, United Kingdom., Skavysh V; Data and Digital Services Department, Bank of Canada, Ottawa, ON K1A 0G9, Canada.; Systems and Computer Engineering Department, Carleton University, Ottawa, ON K1S 5B6, Canada., Slater B; Leverhulme Centre for the Future of Intelligence, University of Cambridge, Cambridge CB2 1SB, United Kingdom., Song W; Department of Economics, University of California, Davis, CA 95616., Staubli S; Department of Economics, University of Calgary, Calgary, AB T2N 1N4, Canada., Steindl T; Institute for Business Administration, University of Regensburg, Regensburg, Bavaria 93053, Germany., Waongo NS; Department of Economics, Faculty of Social Sciences, University of Ottawa, Ottawa, ON K1N 6N5, Canada., Stott P; Department of Linguistics, Ghent University, Gent 9000, Belgium.; Department of Linguistics and English Language, University of Manchester, Manchester M13 9PL, United Kingdom., Strobel S; Department of Economics, McMaster University, Hamilton, ON L8S 4M4, Canada., Sudhaharan R; Department of Marketing, Tilburg School of Economics and Management, Tilburg University, Tilburg 5037 AB, The Netherlands., Sun P; School of Public Finance and Taxation, Dongbei University of Finance and Economics, Dalian 116025, China., Swain SD; Department of Marketing, Clemson University, Clemson, SC 29634., Talavera O; Department of Economics, University of Birmingham, Birmingham B15 2TT, United Kingdom., Tantiangco HM; School of Information, Journalism and Communication, University of Sheffield, Sheffield S10 2AH, United Kingdom., Tarasenko G; Department of Government, Cornell University, Ithaca, NY 14853., Tarlinton B; Agri-Science Queensland, Department of Primary Industries, Brisbane, QLD 4102, Australia., Tarraf M; Department of Economics, Carleton University, Ottawa, ON K1S 5B6, Canada., Teoh K; Asia and Pacific Department, International Monetary Fund, Washington, DC 20431., Thériault R; Institute for Replication, Ottawa, ON K1N 6N5, Canada.; Department of Psychology, New York University, New York, NY 10003., Thompson B; School of Natural and Social Sciences, Scotland's Rural College, Edinburgh EH9 3JG, United Kingdom., Tian T; Department of Economics, Carleton University, Ottawa, ON K1S 5B6, Canada., Tian W; Department of Economics, Faculty of Social Sciences, University of Ottawa, Ottawa, ON K1N 6N5, Canada., Tolani E; Chair of Agricultural Production and Resource Economics, Technical University of Munich, Freising 85354, Germany.; The Institute for Food and Resource Economics, University of Bonn, Bonn 53115, Germany., Borgen N; Department of Special Needs Education, Centre for Research on Equality in Education, University of Oslo, Oslo 0318, Norway., Topstad Borgen S; Department of Sociology and Human Geography, University of Oslo, Oslo N-0317, Norway., Torralba J; Department of Marketing, Tilburg University, Tilburg 5000 LE, The Netherlands., Velez-Ospina C; World Bank, Washington, DC 20433., Mak MW; Department of Economics, Carleton University, Ottawa, ON K1S 5B6, Canada., Wallrich L; Birkbeck Business School, Birkbeck, University of London, London WC1E 7JL, United Kingdom., Wang Z; Department of Economics, Vanderbilt University, Nashville, TN 37235-1819., Ward L; Division of Psychology & Mental Health, School of Health Sciences, University of Manchester, Manchester M13 9PL, United Kingdom., Webb MD; Department of Economics, Carleton University, Ottawa, ON K1S 5B6, Canada., Webb D; Center for Health and Wellbeing, Princeton University, Princeton, NJ 08544., Weber BS; Department of Economics, College of Staten Island, Staten Island, NY 10314.; City University of New York, New York, NY 10017., Weber C; Department Economics, Law, and Society, Ecole upérieure des sciences commerciales School of Management, Angers 49003, France., Weng WC; Department of Economics, University of California, Davis, CA 95616., Westheide C; Stockholm Business School, Stockholm University, Stockholm 10691, Sweden.; Leibniz Institute for Financial Research Sustainable Architecture for Finance in Europe, Frankfurt, Hesse 60323, Germany., Wilkinson T; School of Chemical, Materials and Biological Engineering, University of Sheffield, Sheffield S1 3JD, United Kingdom., Wong KY; Department of Economics, National University of Singapore, Singapore 117570, Singapore., Wroński M; Collegium of World Economy, Szkoła Główna Handlowa Warsaw School of Economics, Warsaw 02-554, Poland., Wu Z; Department of Economics, University of Birmingham, Birmingham B15 2TT, United Kingdom., Wu Q; Department of Economics, Faculty of Social Sciences, University of Ottawa, Ottawa, ON K1N 6N5, Canada., Wu VY; Department of Political Science, Stanford University, Stanford, CA 94305., Xiao B; Department of Economics, Faculty of Social Sciences, University of Ottawa, Ottawa, ON K1N 6N5, Canada., Xu F; Department of Engineering Sciences & Applied Mathematics, Northwestern University, Evanston, IL 60201., Xu C; Real Estate Economics, National Chengchi University, Taipei 11605, Taiwan.; Aalto University, Espoo 02150, Finland., Yadav P; Department of Accounting, Tilburg School of Economics and Management, Tilburg University, Tilburg 5037 AB, The Netherlands., Yang Chou Y; Institute for Psychiatry, Psychology & Neuroscience, King's College London, London SE5 9RJ, United Kingdom., Yap L; Department of Economics, Faculty of Arts and Social Sciences, National University of Singapore, Singapore 117570, Singapore., Yazbeck M; Department of Economics, Faculty of Social Sciences, University of Ottawa, Ottawa, ON K1N 6N5, Canada.; School of Economics, Faculty of Buisness Economics and Law, University of Queensland, Brisbane, St Lucia, QLD 4072, Australia., Yao B; Department of Psychology, Faculty of Science and Technology, Fylde College, Lancaster University, Lancaster LA1 4YF, United Kingdom., Zagrodzka Z; School of Biosciences, University of Sheffield, Sheffield S10 2TN, United Kingdom., Zahra T; Department of Economics, Carleton University, Ottawa, ON K1S 5B6, Canada., Zaneva M; Christ Church College, University of Oxford, Oxfordshire OX1 1DP, United Kingdom., Zhang X; Economics Experimental Lab, Nanjing Audit University, Nanjing 210017, China., Zhao Z; Department of Finance, HEC, University of Lausanne, Lausanne 1015, Switzerland.; Swiss Finance Institute, Lausanne 1015, Switzerland., Zhong H; Department of Marketing, Rotman School of Management, University of Toronto, Toronto, ON M5S 1A1, Canada., Zirgulis A; Department of Economics, International School of Management University of Management and Economics, Vilnius LT-01103, Lithuania., Zou J; Department of Industrial Engineering and Operations Research, Columbia University, New York, NY 10027., Zoutman F; Department of Business and Management Science, Norwegian School of Economics, Bergen 5045, Norway., Zozoungbo C; Department of Economics, Penn State University, University Park, PA 16802.
Source: Proceedings of the National Academy of Sciences of the United States of America [Proc Natl Acad Sci U S A] 2026 Jun 02; Vol. 123 (22), pp. e2524747123. Date of Electronic Publication: 2026 May 28.
Publication Type: Journal Article
Journal Info: Publisher: National Academy of Sciences Country of Publication: United States NLM ID: 7505876 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1091-6490 (Electronic) Linking ISSN: 00278424 NLM ISO Abbreviation: Proc Natl Acad Sci U S A Subsets: MEDLINE
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  Data: AI-assisted teams outperform AI-led teams but not human-only teams in assessing research reproducibility in quantitative social science.
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Department of Economics, University of Southampton, Southampton SO17 1BJ, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Beland+LP%22">Beland LP</searchLink>; Department of Economics, Carleton University, Ottawa, ON K1S 5B6, Canada.<br /><searchLink fieldCode="AU" term="%22Gero+Bienz+C%22">Gero Bienz C</searchLink>; Department of Finance, Norwegian School of Economics, Bergen 5045, Norway.<br /><searchLink fieldCode="AU" term="%22Aryanto+CB%22">Aryanto CB</searchLink>; Faculty of Psychology, Atma Jaya Catholic University of Indonesia, Jakarta 12930, Indonesia.<br /><searchLink fieldCode="AU" term="%22Bolibaugh+C%22">Bolibaugh C</searchLink>; Department of Education, University of York, York YO10 5DD, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Bonander+C%22">Bonander C</searchLink>; Karlstad Business School, Karlstad University, Karlstad SE-651 88, Sweden.; Center for Societal Risk Research, Karlstad University, Karlstad 65188, Sweden.<br /><searchLink fieldCode="AU" term="%22Bravo+R%22">Bravo R</searchLink>; 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Health, Nutrition, and Population Global Practice, World Bank, Washington, DC 20433.; Centre for Health Economics, University of York, Heslington YO10 5DD, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Gallegos+S%22">Gallegos S</searchLink>; Business School, Universidad Adolfo Ibañez, Santiago 7910000, Chile.<br /><searchLink fieldCode="AU" term="%22Gamill+MC%22">Gamill MC</searchLink>; School of Chemical, Materials and Biological Engineering, University of Sheffield, Sheffield S1 3JD, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Gáspár+A%22">Gáspár A</searchLink>; Institute of Economics, Eötvös Loránd University Centre for Economic and Regional Studies, Budapest 1097, Hungary.; Department of Economics, Central European University, Vienna 1100, Austria.<br /><searchLink fieldCode="AU" term="%22Gauriot+R%22">Gauriot R</searchLink>; Department of Economics, Deakin University, Burwood, VIC 3125, Australia.<br /><searchLink fieldCode="AU" term="%22Gavrilova+E%22">Gavrilova E</searchLink>; 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Mathematics Institute, Leiden University, Leiden, South Holland 2333CA, The Netherlands.<br /><searchLink fieldCode="AU" term="%22Haddad+J%22">Haddad J</searchLink>; Department of Economics and Economic History, Unit of Economic Analysis, Universitat Autònoma de Barcelona, Bellaterra, Cerdanyola de Vallès 08193, Spain.<br /><searchLink fieldCode="AU" term="%22Hall+JD%22">Hall JD</searchLink>; Department of Economics, Finance, and Legal Studies, University of Alabama, Tuscaloosa, AL 35487.<br /><searchLink fieldCode="AU" term="%22Hammar+O%22">Hammar O</searchLink>; Department of Economics and Statistics, Linnaeus University, Växjö 35195, Sweden.; Institute for Futures Studies, Stockholm 10131, Sweden.<br /><searchLink fieldCode="AU" term="%22Hassouneh+M%22">Hassouneh M</searchLink>; Department of Economics, University of Toronto, Toronto, ON M5S 3G7, Canada.<br /><searchLink fieldCode="AU" term="%22Hausladen+CI%22">Hausladen CI</searchLink>; Computational Social Science, ETH Zürich, Zurich 8057, Switzerland.<br /><searchLink fieldCode="AU" term="%22Hendrikse+SCF%22">Hendrikse SCF</searchLink>; Department of Methodology and Statistics, Tilburg School of Social and Behavioral Sciences, Tilburg University, Tilburg 5037 AB, The Netherlands.<br /><searchLink fieldCode="AU" term="%22Hepplewhite+M%22">Hepplewhite M</searchLink>; Department of Politics and International Relations, University of Oxford, Oxford OX1 3UQ, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Ho+ATY%22">Ho ATY</searchLink>; Department of Real Estate Management, Ted Rogers School of Management, Toronto Metropolitan University, Toronto, ON M5B 2K3, Canada.<br /><searchLink fieldCode="AU" term="%22Hogan-Hennessy+S%22">Hogan-Hennessy S</searchLink>; Department of Economics, Cornell University, Ithaca, NY 14853.<br /><searchLink fieldCode="AU" term="%22Howley+E%22">Howley E</searchLink>; School of Psychology, University of Nottingham, Nottingham NG7 2RD, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Huang+G%22">Huang G</searchLink>; Department of Economics, University of Zurich, Zurich CH-8001, Switzerland.; Department of Health Sciences and Technology, ETH Zurich, Zurich 8001, Switzerland.<br /><searchLink fieldCode="AU" term="%22Hulstaert+H%22">Hulstaert H</searchLink>; Centre for Environmental Sciences, Hasselt University, Hasselt 3500, Belgium.; Management School, HEC Liège, University of Liege, Liège 4000, Belgium.<br /><searchLink fieldCode="AU" term="%22Ilchovska+ZG%22">Ilchovska ZG</searchLink>; School of Psychology, University of Nottingham, Nottingham NG7 2RD, United Kingdom.; Department of Psychology, University of York, York YO10 5DD, United Kingdom.; School of Psychology, University of Birmingham, Birmingham B15 2SA, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Jaimes+Santamaria+P%22">Jaimes Santamaria P</searchLink>; Political Economy Research Institute, University of Massachusetts Amherst, Amherst, MA 01003.; Center for Economic and Policy Research, Washington, DC 20009.<br /><searchLink fieldCode="AU" term="%22Jakobsson+N%22">Jakobsson N</searchLink>; Karlstad Business School, Karlstad University, Karlstad SE-651 88, Sweden.<br /><searchLink fieldCode="AU" term="%22Jansson+J%22">Jansson J</searchLink>; Department of Economics and Statistics, Linnaeus University, Växjö 35195, Sweden.; Research Institute of Industrial Economics, Stockholm 10215, Sweden.<br /><searchLink fieldCode="AU" term="%22Jarosz+E%22">Jarosz E</searchLink>; Faculty of Economic Sciences, University of Warsaw, Warsaw 00-927, Poland.<br /><searchLink fieldCode="AU" term="%22Jebeli+H%22">Jebeli H</searchLink>; Financial Stability Department, Climate Analysis Team, Bank of Canada, Ottawa, ON K1A 0G9, Canada.<br /><searchLink fieldCode="AU" term="%22Jiang+Y%22">Jiang Y</searchLink>; School of Engineering and Applied Sciences, Harvard University, Cambridge, MA 02138.<br /><searchLink fieldCode="AU" term="%22Junaid+H%22">Junaid H</searchLink>; Bart's Life Sciences, Bart's Health National Health Services Trust, London E14 5HJ, United Kingdom.; Queen Mary University of London, London E1 4NS, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Kalluraya+R%22">Kalluraya R</searchLink>; School of Electrical and Computer Engineering, Cornell University, Ithaca, NY 14853.<br /><searchLink fieldCode="AU" term="%22Karim+S%22">Karim S</searchLink>; Carleton University, Ottawa, ON K1S 5B6.<br /><searchLink fieldCode="AU" term="%22Kelly+E%22">Kelly E</searchLink>; University of Oxford, Oxford OX1 2JD, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Kimel+E%22">Kimel E</searchLink>; Department of Psychology, University of York, York YO10 5DD, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Kingsuwankul+S%22">Kingsuwankul S</searchLink>; Tinbergen Institute, Amsterdam, Noord-Holland 1018WB, The Netherlands.; Department of Management and Organization, School of Business and Economics, Vrije Universiteit Amsterdam, Amsterdam, Noord-Holland 1081 HV, Netherlands.<br /><searchLink fieldCode="AU" term="%22Klotzbücher+V%22">Klotzbücher V</searchLink>; Department of Economics, University of Freiburg, Freiburg im Breisgau 79085, Germany.; Department of Clinical Research, University of Basel, Basel 4051, Switzerland.; University Hospital Basel, Basel 4031, Switzerland.<br /><searchLink fieldCode="AU" term="%22Krähmer+D%22">Krähmer D</searchLink>; Department of Sociology, Ludwig Maximilian University of Munich, Munich 80539, Germany.<br /><searchLink fieldCode="AU" term="%22Krūminas+P%22">Krūminas P</searchLink>; Department of Economics, International School of Management University of Management and Economics, Vilnius LT-01103, Lithuania.<br /><searchLink fieldCode="AU" term="%22Kruus+N%22">Kruus N</searchLink>; Department of Politics and International Relations, University of Oxford, Oxford OX1 3UQ, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Kujansuu+E%22">Kujansuu E</searchLink>; Department of Economics, Faculty of Economics and Statistics, University of Innsbruck, Innsbruck 6020, Austria.; Department of Economics, Turku School of Economics, University of Turku, Turku FI-20014, Finland.<br /><searchLink fieldCode="AU" term="%22Kurz+CF%22">Kurz CF</searchLink>; Department of Health Economics, Ludwig-Maximilians-Universität Munich, Munich DE-80539, Germany.<br /><searchLink fieldCode="AU" term="%22Küster+S%22">Küster S</searchLink>; School of Business and Economics, Freie Universität Berlin, Berlin 14195, Germany.<br /><searchLink fieldCode="AU" term="%22Lee-Whiting+B%22">Lee-Whiting B</searchLink>; Department of Political Science, University of Toronto, Toronto, ON M5S 3G5, Canada.<br /><searchLink fieldCode="AU" term="%22Lewandowski+F%22">Lewandowski F</searchLink>; School of Psychology, University of Nottingham, Nottingham NG7 2RD, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Li+T%22">Li T</searchLink>; Department of Food, Agricultural and Resource Economics, University of Guelph, Guelph, ON N1G 2W1, Canada.<br /><searchLink fieldCode="AU" term="%22Li+R%22">Li R</searchLink>; Department of Economics, Yale University, New Haven, CT 06520-8268.<br /><searchLink fieldCode="AU" term="%22Liu+D%22">Liu D</searchLink>; Research School of Economics, Australian National University, Canberra, ACT 2600, Australia.<br /><searchLink fieldCode="AU" term="%22Liu+J%22">Liu J</searchLink>; School of Finance, Renmin University of China, Beijing 100872, China.<br /><searchLink fieldCode="AU" term="%22Lo+H%22">Lo H</searchLink>; Department of Advanced Social and International Studies, University of Tokyo, Meguro City, Tokyo 153-8902, Japan.<br /><searchLink fieldCode="AU" term="%22Loter+K%22">Loter K</searchLink>; Department of Methodology and Statistics, Tilburg School of Social and Behavioral Sciences, Tilburg University, Tilburg 5037 AB, The Netherlands.<br /><searchLink fieldCode="AU" term="%22Macedo+Dias+F%22">Macedo Dias F</searchLink>; Dyson School of Applied Economics and Management, Cornell University, Ithaca, NY 14850.<br /><searchLink fieldCode="AU" term="%22Madan+CR%22">Madan CR</searchLink>; School of Psychology, University of Nottingham, Nottingham NG7 2RD, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Mäder+N%22">Mäder N</searchLink>; Department of Economics, Knauss School of Business, University of San Diego, San Diego, CA 92110.<br /><searchLink fieldCode="AU" term="%22Mandas+M%22">Mandas M</searchLink>; Department of Economics and Business Administration, University of Cagliari, Cagliari 09124, Italy.<br /><searchLink fieldCode="AU" term="%22Mantilla+C%22">Mantilla C</searchLink>; Department of Economics, School of Administrative and Economic Sciences, Pontificia Universidad Javeriana, Bogotá 110231, Colombia.<br /><searchLink fieldCode="AU" term="%22Marcus+J%22">Marcus J</searchLink>; Department of Economics, School of Business and Economics, Freie Universität Berlin, Berlin 14195, Germany.<br /><searchLink fieldCode="AU" term="%22Marino+Fages+D%22">Marino Fages D</searchLink>; Department of Economics, Durham University, Durham DH1 3LB, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Martin+X%22">Martin X</searchLink>; School of Economics and Management, Tilburg University, Tilburg 5000 LE, The Netherlands.<br /><searchLink fieldCode="AU" term="%22McWay+R%22">McWay R</searchLink>; Applied Economics, University of Minnesota, Saint Paul, MN 55108.<br /><searchLink fieldCode="AU" term="%22Medina-Gaspar+D%22">Medina-Gaspar D</searchLink>; Department of Economics, School of Finance, Economics and Government, Universidad Escuela Finanzas Economía y Gobierno, Antioquia, Medellín 050022, Colombia.<br /><searchLink fieldCode="AU" term="%22Meng+S%22">Meng S</searchLink>; Samuel Curtis Johnson School of Business, Cornell University, Ithaca, NY 14853.<br /><searchLink fieldCode="AU" term="%22Meng+L%22">Meng L</searchLink>; School of Economics, University of Sheffield, Sheffield S10 2TU, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Merz+S%22">Merz S</searchLink>; School of Economics and Business, University of Halle, Halle (Saale) 06108, Germany.<br /><searchLink fieldCode="AU" term="%22Miller+AP%22">Miller AP</searchLink>; Department of Marketing, Marshall School of Business, University of Southern California, Los Angeles, CA 90089-1424.<br /><searchLink fieldCode="AU" term="%22Mirabel+T%22">Mirabel T</searchLink>; Equalis Capital, Paris 75116, France.<br /><searchLink fieldCode="AU" term="%22Mishra+DD%22">Mishra DD</searchLink>; Department of Economics, Rice University, Houston, TX 77005.<br /><searchLink fieldCode="AU" term="%22Mishra+S%22">Mishra S</searchLink>; Institute for Financial Management and Research Graduate School of Business, Krea University, Sri City, Andhra Pradesh 517646, India.<br /><searchLink fieldCode="AU" term="%22Moges+BW%22">Moges BW</searchLink>; Department of Psychology, Dilla University, Dilla, South Ethiopia 419, Ethiopia.<br /><searchLink fieldCode="AU" term="%22Mohandes+Mojarrad+M%22">Mohandes Mojarrad M</searchLink>; Center PhD Students, Research Group: Econometrics, Tilburg School of Economics and Management, Tilburg university, Tilburg 5037 AB, Netherlands.<br /><searchLink fieldCode="AU" term="%22Mohnen+M%22">Mohnen M</searchLink>; Department of Economics, University of Ottawa, Ottawa, ON K1N 6N5, Canada.<br /><searchLink fieldCode="AU" term="%22Morin+LP%22">Morin LP</searchLink>; Department of Economics, Faculty of Social Sciences, University of Ottawa, Ottawa, ON K1N 6N5, Canada.<br /><searchLink fieldCode="AU" term="%22Muehlenbachs+L%22">Muehlenbachs L</searchLink>; Department of Economics, University of Calgary, Calgary, AB T2N 1N4, Canada.; Resources for the Future, Washington, DC 20036.<br /><searchLink fieldCode="AU" term="%22Mullin+G%22">Mullin G</searchLink>; Research Group: Econometrics, Tilburg School of Economics and Management, Tilburg University, Tilburg 5037 AB, The Netherlands.<br /><searchLink fieldCode="AU" term="%22Musulan+A%22">Musulan A</searchLink>; Department of Political Science, University of Montreal, Montreal, QC H3T 1J4, Canada.; Institut de valorisation des données, Montreal, QC H3N 1V5, Canada.<br /><searchLink fieldCode="AU" term="%22Muzzì+S%22">Muzzì S</searchLink>; Department of Medicine and Surgery, University of Milano-Bicocca, Milan 20126, Italy.; Department of Statistics and Quantitative Methods, University of Milano-Bicocca, Milan 20126, Italy.<br /><searchLink fieldCode="AU" term="%22Myers+JAC%22">Myers JAC</searchLink>; Department of Health Sciences, University of York, York YO10 5DD, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Neubauer+F%22">Neubauer F</searchLink>; Climate and Development Policy Division, RWI - Leibniz Institute for Economic Research, Berlin 10115, Germany.<br /><searchLink fieldCode="AU" term="%22Nguyen+T%22">Nguyen T</searchLink>; Centre for Environmental Sciences, Hasselt University, Hasselt 3500, Belgium.<br /><searchLink fieldCode="AU" term="%22Niazi+A%22">Niazi A</searchLink>; Department of Economics, University of Calgary, Calgary, AB T2N 1N4, Canada.<br /><searchLink fieldCode="AU" term="%22Nordstrom+A%22">Nordstrom A</searchLink>; School of Public Policy and Administration, Carleton University, Ottawa, ON K1S 5B6, Canada.<br /><searchLink fieldCode="AU" term="%22Nowak+B%22">Nowak B</searchLink>; Institute of Psychology, Cardinal Stefan Wyszynski University, Warsaw 01-938, Poland.<br /><searchLink fieldCode="AU" term="%22O'Habib+D%22">O'Habib D</searchLink>; Currency Department, Bank of Canada, Ottawa, ON K1A 0G9, Canada.<br /><searchLink fieldCode="AU" term="%22Ölkers+T%22">Ölkers T</searchLink>; Department of Agricultural Economics and Rural Development, University of Göttingen, Göttingen, Niedersachsen 37083, Germany.<br /><searchLink fieldCode="AU" term="%22Ong+J%22">Ong J</searchLink>; School of Psychology, University of Sheffield, Sheffield S1 4DP, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Orozco+Castiblanco+V%22">Orozco Castiblanco V</searchLink>; Instituto de Estudios Superiores de la Empresa Business School, University of Navarra, Barcelona 08034, Spain.; Universidad de Navarra, Pamplona 31009, Spain.<br /><searchLink fieldCode="AU" term="%22Özak+Ö%22">Özak Ö</searchLink>; Department of Economics, Dedman College of Humanities and Sciences, Southern Methodist University, Dallas, TX 75275-0496.<br /><searchLink fieldCode="AU" term="%22Ozkes+AI%22">Ozkes AI</searchLink>; SKEMA Business School, Groupe de Recherche en Droit, Économie et Gestion, Université Côte d'Azur, Lille 59777, France.; Institute for Public Management and Governance, Vienna University of Economics and Business, Vienna 1020, Austria.<br /><searchLink fieldCode="AU" term="%22Paaso+M%22">Paaso M</searchLink>; Department of Finance, Rotterdam School of Management, Erasmus University Rotterdam, Rotterdam, Zuid Holland 3012 CC, The Netherlands.<br /><searchLink fieldCode="AU" term="%22Pandey+S%22">Pandey S</searchLink>; Institute of Psychology, Universität Osnabrück, Osnabrück 49078, Germany.<br /><searchLink fieldCode="AU" term="%22Papazoglou+V%22">Papazoglou V</searchLink>; School of Computer Science, University of Sheffield, Sheffield S1 4DP, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Penheiro+R%22">Penheiro R</searchLink>; Department of Psychology, University of Houston, Houston, TX 77204.<br /><searchLink fieldCode="AU" term="%22Pham+L%22">Pham L</searchLink>; Department of Economics, Business and Finance, Lake Forest College, Lake Forest, IL 60048.<br /><searchLink fieldCode="AU" term="%22Phieler+U%22">Phieler U</searchLink>; Department of Marketing, Vienna University of Economics and Business, Vienna 1020, Austria.<br /><searchLink fieldCode="AU" term="%22Pütz+P%22">Pütz P</searchLink>; Department of Economics, Bielefeld University, Bielefeld 33615, Germany.<br /><searchLink fieldCode="AU" term="%22Qi+Q%22">Qi Q</searchLink>; Department of Economics, University at Albany, State University of New York, Albany, NY 12222.<br /><searchLink fieldCode="AU" term="%22Qiu+J%22">Qiu J</searchLink>; School of Information, University of Michigan, Ann Arbor, MI 48109.<br /><searchLink fieldCode="AU" term="%22Rein+MT%22">Rein MT</searchLink>; Department of Methodology and Statistics, Tilburg School of Social and Behavioral Sciences, Tilburg University, Tilburg 5037 AB, The Netherlands.<br /><searchLink fieldCode="AU" term="%22Reinstein+DA%22">Reinstein DA</searchLink>; The Unjournal, Camden, DE 19934.<br /><searchLink fieldCode="AU" term="%22Repo+J%22">Repo J</searchLink>; Finnish Flagship Inequalities, Interventions, and New Welfare State Flagship Research Centre, University of Turku, Turku 20014, Finland.<br /><searchLink fieldCode="AU" term="%22Rudolf+N%22">Rudolf N</searchLink>; Department of Accounting and Control, University of Lausanne, Lausanne 1015, Switzerland.<br /><searchLink fieldCode="AU" term="%22Saha+S%22">Saha S</searchLink>; Applied Economics and Management, Cornell University, Ithaca, NY 14853.<br /><searchLink fieldCode="AU" term="%22Saka+O%22">Saka O</searchLink>; Department of Economics, City St George's, University of London, London EC1V 0HB, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Saponaro+C%22">Saponaro C</searchLink>; Department of Psychology, University of Milano-Bicocca, Milan 20126, Italy.<br /><searchLink fieldCode="AU" term="%22Sator+G%22">Sator G</searchLink>; School of Economics, University of Nottingham, Nottingham NG7 2RD, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Schoenmakers+M%22">Schoenmakers M</searchLink>; Department of Methodology and Statistics, Tilburg School of Social and Behavioral Sciences, Tilburg University, Tilburg 5037 AB, The Netherlands.<br /><searchLink fieldCode="AU" term="%22Seri+R%22">Seri R</searchLink>; InsIDE Lab, Dipartimento di Economia, Università degli Studi dell'Insubria, Varese 21100, Italy.<br /><searchLink fieldCode="AU" term="%22Shah+M%22">Shah M</searchLink>; Department of Real Estate Management, Ted Rogers School of Management, Toronto Metropolitan University, Toronto, ON M5B 2K3, Canada.<br /><searchLink fieldCode="AU" term="%22Sibille+P%22">Sibille P</searchLink>; Management School, HEC Liège, University of Liege, Liège 4000, Belgium.<br /><searchLink fieldCode="AU" term="%22Siemroth+C%22">Siemroth C</searchLink>; Department of Economics, University of Essex, Colchester CO4 3SQ, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Skavysh+V%22">Skavysh V</searchLink>; Data and Digital Services Department, Bank of Canada, Ottawa, ON K1A 0G9, Canada.; Systems and Computer Engineering Department, Carleton University, Ottawa, ON K1S 5B6, Canada.<br /><searchLink fieldCode="AU" term="%22Slater+B%22">Slater B</searchLink>; Leverhulme Centre for the Future of Intelligence, University of Cambridge, Cambridge CB2 1SB, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Song+W%22">Song W</searchLink>; Department of Economics, University of California, Davis, CA 95616.<br /><searchLink fieldCode="AU" term="%22Staubli+S%22">Staubli S</searchLink>; Department of Economics, University of Calgary, Calgary, AB T2N 1N4, Canada.<br /><searchLink fieldCode="AU" term="%22Steindl+T%22">Steindl T</searchLink>; Institute for Business Administration, University of Regensburg, Regensburg, Bavaria 93053, Germany.<br /><searchLink fieldCode="AU" term="%22Waongo+NS%22">Waongo NS</searchLink>; Department of Economics, Faculty of Social Sciences, University of Ottawa, Ottawa, ON K1N 6N5, Canada.<br /><searchLink fieldCode="AU" term="%22Stott+P%22">Stott P</searchLink>; Department of Linguistics, Ghent University, Gent 9000, Belgium.; Department of Linguistics and English Language, University of Manchester, Manchester M13 9PL, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Strobel+S%22">Strobel S</searchLink>; Department of Economics, McMaster University, Hamilton, ON L8S 4M4, Canada.<br /><searchLink fieldCode="AU" term="%22Sudhaharan+R%22">Sudhaharan R</searchLink>; Department of Marketing, Tilburg School of Economics and Management, Tilburg University, Tilburg 5037 AB, The Netherlands.<br /><searchLink fieldCode="AU" term="%22Sun+P%22">Sun P</searchLink>; School of Public Finance and Taxation, Dongbei University of Finance and Economics, Dalian 116025, China.<br /><searchLink fieldCode="AU" term="%22Swain+SD%22">Swain SD</searchLink>; Department of Marketing, Clemson University, Clemson, SC 29634.<br /><searchLink fieldCode="AU" term="%22Talavera+O%22">Talavera O</searchLink>; Department of Economics, University of Birmingham, Birmingham B15 2TT, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Tantiangco+HM%22">Tantiangco HM</searchLink>; School of Information, Journalism and Communication, University of Sheffield, Sheffield S10 2AH, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Tarasenko+G%22">Tarasenko G</searchLink>; Department of Government, Cornell University, Ithaca, NY 14853.<br /><searchLink fieldCode="AU" term="%22Tarlinton+B%22">Tarlinton B</searchLink>; Agri-Science Queensland, Department of Primary Industries, Brisbane, QLD 4102, Australia.<br /><searchLink fieldCode="AU" term="%22Tarraf+M%22">Tarraf M</searchLink>; Department of Economics, Carleton University, Ottawa, ON K1S 5B6, Canada.<br /><searchLink fieldCode="AU" term="%22Teoh+K%22">Teoh K</searchLink>; Asia and Pacific Department, International Monetary Fund, Washington, DC 20431.<br /><searchLink fieldCode="AU" term="%22Thériault+R%22">Thériault R</searchLink>; Institute for Replication, Ottawa, ON K1N 6N5, Canada.; Department of Psychology, New York University, New York, NY 10003.<br /><searchLink fieldCode="AU" term="%22Thompson+B%22">Thompson B</searchLink>; School of Natural and Social Sciences, Scotland's Rural College, Edinburgh EH9 3JG, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Tian+T%22">Tian T</searchLink>; Department of Economics, Carleton University, Ottawa, ON K1S 5B6, Canada.<br /><searchLink fieldCode="AU" term="%22Tian+W%22">Tian W</searchLink>; Department of Economics, Faculty of Social Sciences, University of Ottawa, Ottawa, ON K1N 6N5, Canada.<br /><searchLink fieldCode="AU" term="%22Tolani+E%22">Tolani E</searchLink>; Chair of Agricultural Production and Resource Economics, Technical University of Munich, Freising 85354, Germany.; The Institute for Food and Resource Economics, University of Bonn, Bonn 53115, Germany.<br /><searchLink fieldCode="AU" term="%22Borgen+N%22">Borgen N</searchLink>; Department of Special Needs Education, Centre for Research on Equality in Education, University of Oslo, Oslo 0318, Norway.<br /><searchLink fieldCode="AU" term="%22Topstad+Borgen+S%22">Topstad Borgen S</searchLink>; Department of Sociology and Human Geography, University of Oslo, Oslo N-0317, Norway.<br /><searchLink fieldCode="AU" term="%22Torralba+J%22">Torralba J</searchLink>; Department of Marketing, Tilburg University, Tilburg 5000 LE, The Netherlands.<br /><searchLink fieldCode="AU" term="%22Velez-Ospina+C%22">Velez-Ospina C</searchLink>; World Bank, Washington, DC 20433.<br /><searchLink fieldCode="AU" term="%22Mak+MW%22">Mak MW</searchLink>; Department of Economics, Carleton University, Ottawa, ON K1S 5B6, Canada.<br /><searchLink fieldCode="AU" term="%22Wallrich+L%22">Wallrich L</searchLink>; Birkbeck Business School, Birkbeck, University of London, London WC1E 7JL, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Wang+Z%22">Wang Z</searchLink>; Department of Economics, Vanderbilt University, Nashville, TN 37235-1819.<br /><searchLink fieldCode="AU" term="%22Ward+L%22">Ward L</searchLink>; Division of Psychology & Mental Health, School of Health Sciences, University of Manchester, Manchester M13 9PL, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Webb+MD%22">Webb MD</searchLink>; Department of Economics, Carleton University, Ottawa, ON K1S 5B6, Canada.<br /><searchLink fieldCode="AU" term="%22Webb+D%22">Webb D</searchLink>; Center for Health and Wellbeing, Princeton University, Princeton, NJ 08544.<br /><searchLink fieldCode="AU" term="%22Weber+BS%22">Weber BS</searchLink>; Department of Economics, College of Staten Island, Staten Island, NY 10314.; City University of New York, New York, NY 10017.<br /><searchLink fieldCode="AU" term="%22Weber+C%22">Weber C</searchLink>; Department Economics, Law, and Society, Ecole upérieure des sciences commerciales School of Management, Angers 49003, France.<br /><searchLink fieldCode="AU" term="%22Weng+WC%22">Weng WC</searchLink>; Department of Economics, University of California, Davis, CA 95616.<br /><searchLink fieldCode="AU" term="%22Westheide+C%22">Westheide C</searchLink>; Stockholm Business School, Stockholm University, Stockholm 10691, Sweden.; Leibniz Institute for Financial Research Sustainable Architecture for Finance in Europe, Frankfurt, Hesse 60323, Germany.<br /><searchLink fieldCode="AU" term="%22Wilkinson+T%22">Wilkinson T</searchLink>; School of Chemical, Materials and Biological Engineering, University of Sheffield, Sheffield S1 3JD, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Wong+KY%22">Wong KY</searchLink>; Department of Economics, National University of Singapore, Singapore 117570, Singapore.<br /><searchLink fieldCode="AU" term="%22Wroński+M%22">Wroński M</searchLink>; Collegium of World Economy, Szkoła Główna Handlowa Warsaw School of Economics, Warsaw 02-554, Poland.<br /><searchLink fieldCode="AU" term="%22Wu+Z%22">Wu Z</searchLink>; Department of Economics, University of Birmingham, Birmingham B15 2TT, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Wu+Q%22">Wu Q</searchLink>; Department of Economics, Faculty of Social Sciences, University of Ottawa, Ottawa, ON K1N 6N5, Canada.<br /><searchLink fieldCode="AU" term="%22Wu+VY%22">Wu VY</searchLink>; Department of Political Science, Stanford University, Stanford, CA 94305.<br /><searchLink fieldCode="AU" term="%22Xiao+B%22">Xiao B</searchLink>; Department of Economics, Faculty of Social Sciences, University of Ottawa, Ottawa, ON K1N 6N5, Canada.<br /><searchLink fieldCode="AU" term="%22Xu+F%22">Xu F</searchLink>; Department of Engineering Sciences & Applied Mathematics, Northwestern University, Evanston, IL 60201.<br /><searchLink fieldCode="AU" term="%22Xu+C%22">Xu C</searchLink>; Real Estate Economics, National Chengchi University, Taipei 11605, Taiwan.; Aalto University, Espoo 02150, Finland.<br /><searchLink fieldCode="AU" term="%22Yadav+P%22">Yadav P</searchLink>; Department of Accounting, Tilburg School of Economics and Management, Tilburg University, Tilburg 5037 AB, The Netherlands.<br /><searchLink fieldCode="AU" term="%22Yang+Chou+Y%22">Yang Chou Y</searchLink>; Institute for Psychiatry, Psychology & Neuroscience, King's College London, London SE5 9RJ, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Yap+L%22">Yap L</searchLink>; Department of Economics, Faculty of Arts and Social Sciences, National University of Singapore, Singapore 117570, Singapore.<br /><searchLink fieldCode="AU" term="%22Yazbeck+M%22">Yazbeck M</searchLink>; Department of Economics, Faculty of Social Sciences, University of Ottawa, Ottawa, ON K1N 6N5, Canada.; School of Economics, Faculty of Buisness Economics and Law, University of Queensland, Brisbane, St Lucia, QLD 4072, Australia.<br /><searchLink fieldCode="AU" term="%22Yao+B%22">Yao B</searchLink>; Department of Psychology, Faculty of Science and Technology, Fylde College, Lancaster University, Lancaster LA1 4YF, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Zagrodzka+Z%22">Zagrodzka Z</searchLink>; School of Biosciences, University of Sheffield, Sheffield S10 2TN, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Zahra+T%22">Zahra T</searchLink>; Department of Economics, Carleton University, Ottawa, ON K1S 5B6, Canada.<br /><searchLink fieldCode="AU" term="%22Zaneva+M%22">Zaneva M</searchLink>; Christ Church College, University of Oxford, Oxfordshire OX1 1DP, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Zhang+X%22">Zhang X</searchLink>; Economics Experimental Lab, Nanjing Audit University, Nanjing 210017, China.<br /><searchLink fieldCode="AU" term="%22Zhao+Z%22">Zhao Z</searchLink>; Department of Finance, HEC, University of Lausanne, Lausanne 1015, Switzerland.; Swiss Finance Institute, Lausanne 1015, Switzerland.<br /><searchLink fieldCode="AU" term="%22Zhong+H%22">Zhong H</searchLink>; Department of Marketing, Rotman School of Management, University of Toronto, Toronto, ON M5S 1A1, Canada.<br /><searchLink fieldCode="AU" term="%22Zirgulis+A%22">Zirgulis A</searchLink>; Department of Economics, International School of Management University of Management and Economics, Vilnius LT-01103, Lithuania.<br /><searchLink fieldCode="AU" term="%22Zou+J%22">Zou J</searchLink>; Department of Industrial Engineering and Operations Research, Columbia University, New York, NY 10027.<br /><searchLink fieldCode="AU" term="%22Zoutman+F%22">Zoutman F</searchLink>; Department of Business and Management Science, Norwegian School of Economics, Bergen 5045, Norway.<br /><searchLink fieldCode="AU" term="%22Zozoungbo+C%22">Zozoungbo C</searchLink>; Department of Economics, Penn State University, University Park, PA 16802.
– Name: TitleSource
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  Data: <searchLink fieldCode="JN" term="%227505876%22">Proceedings of the National Academy of Sciences of the United States of America</searchLink> [Proc Natl Acad Sci U S A] 2026 Jun 02; Vol. 123 (22), pp. e2524747123. <i>Date of Electronic Publication: </i>2026 May 28.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22National+Academy+of+Sciences%22">National Academy of Sciences </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>7505876 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1091-6490 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2200278424%22">00278424 </searchLink><i>NLM ISO Abbreviation: </i>Proc Natl Acad Sci U S A <i>Subsets: </i>MEDLINE
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        Value: 10.1073/pnas.2524747123
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        Text: English
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      – TitleFull: AI-assisted teams outperform AI-led teams but not human-only teams in assessing research reproducibility in quantitative social science.
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    IsPartOfRelationships:
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          Dates:
            – D: 02
              M: 06
              Text: 2026 Jun 02
              Type: published
              Y: 2026
          Identifiers:
            – Type: issn-electronic
              Value: 1091-6490
          Numbering:
            – Type: volume
              Value: 123
            – Type: issue
              Value: 22
          Titles:
            – TitleFull: Proceedings of the National Academy of Sciences of the United States of America
              Type: main
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