Classification of Major Depressive Disorder Using Vertex-Wise Brain Sulcal Depth, Curvature, and Thickness with a Deep and a Shallow Learning Model

Authors: Goya-Maldonado, Roberto, Erwin-Grabner, Tracy, Zeng, Ling-Li, Ching, Christopher R. K., Aleman, Andre, Amod, Alyssa R., Basgoze, Zeynep, Benedetti, Francesco, Besteher, Bianca, Brosch, Katharina, Bülow, Robin, Colle, Romain, Connolly, Colm G., Corruble, Emmanuelle, Couvy-Duchesne, Baptiste, Cullen, Kathryn, Dannlowski, Udo, Davey, Christopher G., Dols, Annemiek, Ernsting, Jan, Evans, Jennifer W., Fisch, Lukas, Fuentes-Claramonte, Paola, Gonul, Ali Saffet, Gotlib, Ian H., Grabe, Hans J., Groenewold, Nynke A., Grotegerd, Dominik, Hahn, Tim, Hamilton, J. Paul, Han, Laura K. M., Harrison, Ben J., Ho, Tiffany C., Jahanshad, Neda, Jamieson, Alec J., Karuk, Andriana, Kircher, Tilo, Klimes-Dougan, Bonnie, Koopowitz, Sheri-Michelle, Lancaster, Thomas, Leenings, Ramona, Li, Meng, Linden, David E. J., MacMaster, Frank P., Mehler, David M. A., Meinert, Susanne, Melloni, Elisa, Mueller, Bryon A., Mwangi, Benson, Nenadić, Igor, Ojha, Amar, Okamoto, Yasumasa, Oudega, Mardien L., Penninx, Brenda W. J. H., Poletti, Sara, Pomarol-Clotet, Edith, Portella, Maria J., Pozzi, Elena, Radua, Joaquim, Rodríguez-Cano, Elena, Sacchet, Matthew D., Salvador, Raymond, Schrantee, Anouk, Sim, Kang, Soares, Jair C., Solanes, Aleix, Stein, Dan J., Stein, Frederike, Stolicyn, Aleks, Thomopoulos, Sophia I., Toenders, Yara J., Uyar-Demir, Aslihan, Vieta, Eduard, Vives-Gilabert, Yolanda, Völzke, Henry, Walter, Martin, Whalley, Heather C., Whittle, Sarah, Winter, Nils, Wittfeld, Katharina, Wright, Margaret J., Wu, Mon-Ju, Yang, Tony T., Zarate, Carlos, Veltman, Dick J., Schmaal, Lianne, Thompson, Paul M.

Subject Terms: Quantitative Biology - Quantitative Methods, Computer Science - Machine Learning, Quantitative Biology - Neurons and Cognition

Access URL: http://arxiv.org/abs/2311.11046

Multi-site benchmark classification of major depressive disorder using machine learning on cortical and subcortical measures

Authors: Belov, Vladimir, Erwin-Grabner, Tracy, Gonul, Ali Saffet, Amod, Alyssa R., Ojha, Amar, Aleman, Andre, Dols, Annemiek, Scharntee, Anouk, Uyar-Demir, Aslihan, Harrison, Ben J, Irungu, Benson M., Besteher, Bianca, Klimes-Dougan, Bonnie, Penninx, Brenda W. J. H., Mueller, Bryon A., Zarate, Carlos, Davey, Christopher G., Ching, Christopher R. K., Connolly, Colm G., Fu, Cynthia H. Y., Stein, Dan J., Dima, Danai, Linden, David E. J., Mehler, David M. A., Pomarol-Clotet, Edith, Pozzi, Elena, Melloni, Elisa, Benedetti, Francesco, MacMaster, Frank P., Grabe, Hans J., Völzke, Henry, Gotlib, Ian H., Soares, Jair C., Evans, Jennifer W., Sim, Kang, Wittfeld, Katharina, Cullen, Kathryn, Reneman, Liesbeth, Oudega, Mardien L., Wright, Margaret J., Portella, Maria J., Sacchet, Matthew D., Li, Meng, Aghajani, Moji, Wu, Mon-Ju, Jaworska, Natalia, Jahanshad, Neda, van der Wee, Nic J. A., Groenewold, Nynke, Hamilton, Paul J., Saemann, Philipp, Bülow, Robin, Poletti, Sara, Whittle, Sarah, Thomopoulos, Sophia I., van, Steven J. A., Werff, der, Koopowitz, Sheri-Michelle, Lancaster, Thomas, Ho, Tiffany C., Yang, Tony T., Basgoze, Zeynep, Veltman, Dick J., Schmaal, Lianne, Thompson, Paul M., Goya-Maldonado, Roberto

Subject Terms: Quantitative Biology - Quantitative Methods

Access URL: http://arxiv.org/abs/2206.08122

Normative modelling of brain morphometry across the lifespan with CentileBrain: algorithm benchmarking and model optimisation

Authors: Agartz, Ingrid, Asherson, Philip, Ayesa-Arriola, Rosa, Banaj, Nerisa, Banaschewski, Tobias, Baumeister, Sarah, Bertolino, Alessandro, Borgwardt, Stefan, Bourque, Josiane, Brandeis, Daniel, Breier, Alan, Buitelaar, Jan K, Cannon, Dara M, Cervenka, Simon, Conrod, Patricia J, Crespo-Facorro, Benedicto, Davey, Christopher G, de Haan, Lieuwe, de Zubicaray, Greig I, Di Giorgio, Annabella, Frodl, Thomas, Gruner, Patricia, Gur, Raquel E, Gur, Ruben C, Harrison, Ben J, Hatton, Sean N, Hickie, Ian, Howells, Fleur M, Huyser, Chaim, Jernigan, Terry L, Jiang, Jiyang, Joska, John A, Kahn, René S, Kalnin, Andrew J, Kochan, Nicole A, Koops, Sanne, Kuntsi, Jonna, Lagopoulos, Jim, Lazaro, Luisa, Lebedeva, Irina S, Lochner, Christine, Martin, Nicholas G, Mazoyer, Bernard, McDonald, Brenna C, McDonald, Colm, McMahon, Katie L, Medland, Sarah, Modabbernia, Amirhossein, Mwangi, Benson, Nakao, Tomohiro, Nyberg, Lars, Piras, Fabrizio, Portella, Maria J, Qiu, Jiang, Roffman, Joshua L, Sachdev, Perminder S, Sanford, Nicole, Satterthwaite, Theodore D, Saykin, Andrew J, Sellgren, Carl M, Sim, Kang, Smoller, Jordan W, Soares, Jair C, Sommer, Iris E, Spalletta, Gianfranco, Stein, Dan J, Thomopoulos, Sophia I, Tomyshev, Alexander S, Tordesillas-Gutiérrez, Diana, Trollor, Julian N, van 't Ent, Dennis, van den Heuvel, Odile A, van Erp, Theo GM, van Haren, Neeltje EM, Vecchio, Daniela, Veltman, Dick J, Wang, Yang, Weber, Bernd, Wei, Dongtao, Wen, Wei, Westlye, Lars T, Williams, Steven CR, Wright, Margaret J, Wu, Mon-Ju, Yu, Kevin, Ge, Ruiyang, Yu, Yuetong, Qi, Yi Xuan, Fan, Yu-nan, Chen, Shiyu, Gao, Chuntong, Haas, Shalaila S, New, Faye, Boomsma, Dorret I, Brodaty, Henry, Brouwer, Rachel M, Buckner, Randy, Caseras, Xavier, Crivello, Fabrice, Crone, Eveline A, Erk, Susanne, Fisher, Simon E, Franke, Barbara, Glahn, David C, Dannlowski, Udo, Grotegerd, Dominik, Gruber, Oliver, Hulshoff Pol, Hilleke E, Schumann, Gunter, Tamnes, Christian K, Walter, Henrik, Wierenga, Lara M, Jahanshad, Neda, Thompson, Paul M, Frangou, Sophia ^*

Source: In The Lancet Digital Health March 2024 6(3):e211-e221

Deep Learning for Quality Control of Subcortical Brain 3D Shape Models

Authors: Petrov, Dmitry, Kuznetsov, Boris A. Gutman Egor, van Erp, Theo G. M., Turner, Jessica A., Schmaal, Lianne, Veltman, Dick, Wang, Lei, Alpert, Kathryn, Isaev, Dmitry, Zavaliangos-Petropulu, Artemis, Ching, Christopher R. K., Calhoun, Vince, Glahn, David, Satterthwaite, Theodore D., Andreassen, Ole Andreas, Borgwardt, Stefan, Howells, Fleur, Groenewold, Nynke, Voineskos, Aristotle, Radua, Joaquim, Potkin, Steven G., Crespo-Facorro, Benedicto, Tordesillas-Gutierrez, Diana, Shen, Li, Lebedeva, Irina, Spalletta, Gianfranco, Donohoe, Gary, Kochunov, Peter, Rosa, Pedro G. P., James, Anthony, Dannlowski, Udo, Baune, Bernhard T., Aleman, Andre, Gotlib, Ian H., Walter, Henrik, Walter, Martin, Soares, Jair C., Ehrlich, Stefan, Gur, Ruben C., Doan, N. Trung, Agartz, Ingrid, Westlye, Lars T., Harrisberger, Fabienne, Riecher-Rossler, Anita, Uhlmann, Anne, Stein, Dan J., Dickie, Erin W., Pomarol-Clotet, Edith, Fuentes-Claramonte, Paola, Canales-Rodriguez, Erick Jorge, Salvador, Raymond, Huang, Alexander J., Roiz-Santianez, Roberto, Cong, Shan, Tomyshev, Alexander, Piras, Fabrizio, Vecchio, Daniela, Banaj, Nerisa, Ciullo, Valentina, Hong, Elliot, Busatto, Geraldo, Zanetti, Marcus V., Serpa, Mauricio H., Cervenka, Simon, Kelly, Sinead, Grotegerd, Dominik, Sacchet, Matthew D., Veer, Ilya M., Li, Meng, Wu, Mon-Ju, Irungu, Benson, Walton, Esther, Thompson, Paul M.

Subject Terms: Quantitative Biology - Neurons and Cognition

Access URL: http://arxiv.org/abs/1808.10315

Machine Learning for Large-Scale Quality Control of 3D Shape Models in Neuroimaging

Authors: Petrov, Dmitry, Gutman, Boris A., Shih-Hua, Yu, van Erp, Theo G. M., Turner, Jessica A., Schmaal, Lianne, Veltman, Dick, Wang, Lei, Alpert, Kathryn, Isaev, Dmitry, Zavaliangos-Petropulu, Artemis, Ching, Christopher R. K., Calhoun, Vince, Glahn, David, Satterthwaite, Theodore D., Andreasen, Ole Andreas, Borgwardt, Stefan, Howells, Fleur, Groenewold, Nynke, Voineskos, Aristotle, Radua, Joaquim, Potkin, Steven G., Crespo-Facorro, Benedicto, Tordesillas-Gutierrez, Diana, Shen, Li, Lebedeva, Irina, Spalletta, Gianfranco, Donohoe, Gary, Kochunov, Peter, Rosa, Pedro G. P., James, Anthony, Dannlowski, Udo, Baune, Bernhard T., Aleman, Andre, Gotlib, Ian H., Walter, Henrik, Walter, Martin, Soares, Jair C., Ehrlich, Stefan, Gur, Ruben C., Doan, N. Trung, Agartz, Ingrid, Westlye, Lars T., Harrisberger, Fabienne, Riecher-Rossler, Anita, Uhlmann, Anne, Stein, Dan J., Dickie, Erin W., Pomarol-Clotet, Edith, Fuentes-Claramonte, Paola, Canales-Rodriguez, Erick Jorge, Salvador, Raymond, Huang, Alexander J., Roiz-Santianez, Roberto, Cong, Shan, Tomyshev, Alexander, Piras, Fabrizio, Vecchio, Daniela, Banaj, Nerisa, Ciullo, Valentina, Hong, Elliot, Busatto, Geraldo, Zanetti, Marcus V., Serpa, Mauricio H., Cervenka, Simon, Kelly, Sinead, Grotegerd, Dominik, Sacchet, Matthew D., Veer, Ilya M., Li, Meng, Wu, Mon-Ju, Irungu, Benson, Walton, Esther, Thompson, Paul M.

Subject Terms: Quantitative Biology - Quantitative Methods

Access URL: http://arxiv.org/abs/1707.06353

White matter microstructure associated with anhedonia among individuals with bipolar disorders and high-risk for bipolar disorders

Authors: Diaz, Alexandre Paim, Fernandes, Brisa S., Teixeira, Antonio Lucio, Mwangi, Benson, Hasan, Khader M., Wu, Mon-Ju, Selvaraj, Sudhakar, Suen, Paulo, Zanao, Tamires Araujo, Brunoni, Andre R., Sanches, Marsal, Soares, Jair C.

Source: In Journal of Affective Disorders 1 March 2022 300:91-98

Evidence of altered metabolism of cellular membranes in bipolar disorder comorbid with post-traumatic stress disorder

Authors: Jabbari-zadeh, Faramarz, Cao, Bo, Stanley, Jeffrey A., Liu, Yang, Wu, Mon-Ju, Tannous, Jonika, Lopez, Mizuki, Sanches, Marsal, Mwangi, Benson, Zunta-Soares, Giovana B., Soares, Jair C.

Source: In Journal of Affective Disorders 15 June 2021 289:81-87

This result is not displayed to guests.
Login for full access.

Hippocampal subfield volumes in children and adolescents with mood disorders

Authors: Tannous, Jonika, Amaral-Silva, Henrique, Cao, Bo, Wu, Mon-Ju, Zunta-Soares, Giovana B., Kazimi, Iram, Zeni, Cristian, Mwangi, Benson, Soares, Jair C.

Source: In Journal of Psychiatric Research June 2018 101:57-62

Identification and individualized prediction of clinical phenotypes in bipolar disorders using neurocognitive data, neuroimaging scans and machine learning

Authors: Wu, Mon-Ju, Mwangi, Benson, Bauer, Isabelle E., Passos, Ives C., Sanches, Marsal, Zunta-Soares, Giovana B., Meyer, Thomas D., Hasan, Khader M., Soares, Jair C.

Source: In NeuroImage 15 January 2017 145 Part B:254-264

This result is not displayed to guests.
Login for full access.

Neurocognitive functioning in individuals with bipolar disorder and their healthy siblings: A preliminary study

Authors: Bauer, Isabelle E., Wu, Mon-Ju, Frazier, T.W., Mwangi, Benson, Spiker, Danielle, Zunta-Soares, Giovana B., Soares, Jair C.

Source: In Journal of Affective Disorders 1 September 2016 201:51-56

The role of white matter in personality traits and affective processing in bipolar disorder

Authors: Bauer, Isabelle E., Wu, Mon-Ju, Meyer, Thomas D., Mwangi, Benson, Ouyang, Austin, Spiker, Danielle, Zunta-Soares, Giovana B., Huang, Hao, Soares, Jair C.

Source: In Journal of Psychiatric Research September 2016 80:64-72

Identifying a clinical signature of suicidality among patients with mood disorders: A pilot study using a machine learning approach

Authors: Passos, Ives Cavalcante, Mwangi, Benson, Cao, Bo, Hamilton, Jane E., Wu, Mon-Ju, Zhang, Xiang Yang, Zunta-Soares, Giovana B., Quevedo, Joao, Kauer-Sant’Anna, Marcia, Kapczinski, Flávio, Soares, Jair C.

Source: In Journal of Affective Disorders 15 March 2016 193:109-116

Individualized Prediction and Clinical Staging of Bipolar Disorders Using Neuroanatomical Biomarkers

Authors: Mwangi, Benson, Wu, Mon-Ju, Cao, Bo, Passos, Ives C., Lavagnino, Luca, Keser, Zafer, Zunta-Soares, Giovana B., Hasan, Khader M., Kapczinski, Flavio, Soares, Jair C.

Source: In Biological Psychiatry: Cognitive Neuroscience and Neuroimaging March 2016 1(2):186-194

Individualized identification of euthymic bipolar disorder using the Cambridge Neuropsychological Test Automated Battery (CANTAB) and machine learning

Authors: Wu, Mon-Ju, Passos, Ives Cavalcante, Bauer, Isabelle E., Lavagnino, Luca, Cao, Bo, Zunta-Soares, Giovana B., Kapczinski, Flávio, Mwangi, Benson, Soares, Jair C.

Source: In Journal of Affective Disorders 1 March 2016 192:219-225

Predictive classification of pediatric bipolar disorder using atlas-based diffusion weighted imaging and support vector machines

Authors: Mwangi, Benson, Wu, Mon-Ju, Bauer, Isabelle E., Modi, Haina, Zeni, Cristian P., Zunta-Soares, Giovana B., Hasan, Khader M., Soares, Jair C.

Source: In Psychiatry Research: Neuroimaging 30 November 2015 234(2):265-271

Prediction of pediatric unipolar depression using multiple neuromorphometric measurements: A pattern classification approach

Authors: Wu, Mon-Ju, Wu, Hanjing Emily, Mwangi, Benson, Sanches, Marsal, Selvaraj, Sudhakar, Zunta-Soares, Giovana B., Soares, Jair C.

Source: In Journal of Psychiatric Research March 2015 62:84-91

The role of educational attainment and brain morphology in major depressive disorder: Findings from the ENIGMA major depressive disorder consortium.

Authors: Whittle, Sarah, ORCID 0000-0003-3145-1528. Melbourne Neuropsychiatry Centre, Department of Psychiatry, University of Melbourne, Carlton, VIC, Australia, swhittle@unimelb.edu.au, Rakesh, Divyangana, ORCID 0000-0002-8529-2086. Melbourne Neuropsychiatry Centre, Department of Psychiatry, University of Melbourne, Carlton, VIC, Australia, Schmaal, Lianne, ORCID 0000-0001-9822-048X. Orygen, The National Centre of Excellence in Youth Mental Health, Parkville, VIC, Australia, Veltman, Dick J., ORCID 0000-0001-8971-4250. Department of Psychiatry, Amsterdam UMC, Amsterdam Neuroscience, VU University, Amsterdam, Netherlands, Thompson, Paul M., ORCID 0000-0002-4720-8867. Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine of USC, University of Southern California, Los Angeles, CA, US, Singh, Aditya, ORCID 0000-0002-0539-7129. Laboratory of Systems Neuroscience and Imaging in Psychiatry, Department of Psychiatry and Psychotherapy, University Medical Center Gottingen, Gottingen, Germany, Gonul, Ali Saffet, ORCID 0000-0003-3522-1359. SoCAT Lab, Department of Psychiatry, School of Medicine, Ege University, Turkey, Aleman, Andre. Cognitive Neuroscience Center, University Medical Center Groningen, University of Groningen, Groningen, Netherlands, Uyar Demir, Aslıhan, ORCID 0000-0002-0856-4260. SoCAT Lab, Department of Psychiatry, School of Medicine, Ege University, Turkey, Krug, Axel, ORCID 0000-0002-0564-2497. Department of Psychiatry, Philipps-University Marburg, Marburg, Germany, Mwangi, Benson, ORCID 0000-0002-1717-4395. Department of Psychiatry and Behavioral Sciences, McGovern Medical School, University of Texas Health Science Center at Houston, Houston, TX, US, Krämer, Bernd, ORCID 0000-0002-1145-9103. Section for Experimental Psychopathology and Neuroimaging, Department of General Psychiatry, Heidelberg University, Heidelberg, Germany, Baune, Bernhard T., ORCID 0000-0001-6548-426X. Department of Psychiatry, University of Munster, Munster, Germany, Stein, Dan J., ORCID 0000-0001-7218-7810. SAMRC Unit on Risk and Resilience in Mental Disorders, Department of Psychiatry, University of Cape Town, Cape Town, South Africa, Grotegerd, Dominik, ORCID 0000-0001-8718-0128. Institute for Translational Psychiatry, University of Munster, Munster, Germany, Pomarol-Clotet, Edith, ORCID 0000-0002-8159-8563. Germanes Hospitalaries Research Foundation (FIDMAG), Barcelona, Spain, Rodríguez-Cano, Elena. Benito Menni CASM, Barcelona, Spain, Melloni, Elisa, ORCID 0000-0002-6742-8373. Division of Neuroscience, IRCCS Scientific Institute Ospedale San Raffaele, Italy, Benedetti, Francesco, ORCID 0000-0003-4949-856X. Division of Neuroscience, IRCCS Scientific Institute Ospedale San Raffaele, Italy, Stein, Frederike, ORCID 0000-0002-5052-6022. Department of Psychiatry, Philipps-University Marburg, Marburg, Germany, Grabe, Hans J., ORCID 0000-0003-3684-4208. Department of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald, Germany, Völzke, Henry, ORCID 0000-0001-7003-399X. Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany, Gotlib, Ian H., ORCID 0000-0002-3622-3199. Department of Psychology, Stanford University, Stanford, CA, US, Nenadić, Igor, ORCID 0000-0002-0749-7473. Department of Psychiatry and Psychotherapy, Philipps-University Marburg, Marburg, Germany, Soares, Jair C., ORCID 0000-0002-5466-5628. Department of Psychiatry and Behavioral Sciences, McGovern Medical School, University of Texas Health Science Center at Houston, Houston, TX, US, Repple, Jonathan, ORCID 0000-0003-1379-9491. Institute for Translational Psychiatry, University of Munster, Munster, Germany, Sim, Kang, ORCID 0000-0003-3209-9626. West Region, Institute of Mental Health, Singapore, Brosch, Katharina, ORCID 0000-0002-0526-8095. Department of Psychiatry and Psychotherapy, Philipps-University Marburg, Marburg, Germany, Wittfeld, Katharina, ORCID 0000-0003-4383-5043. Department of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald, Germany, Berger, Klaus, ORCID 0000-0001-8966-3684. Institute of Epidemiology and Social Medicine, University of Munster, Munster, Germany, Hermesdorf, Marco, ORCID 0000-0003-3541-7212. Institute of Epidemiology and Social Medicine, University of Munster, Munster, Germany, Portella, Maria J., ORCID 0000-0002-2007-9516. Centro de Investigacion Biomedica en Red de Salud Mental (CIBERSAM), Madrid, Spain, Sacchet, Matthew D.. Center for Depression, Anxiety, and Stress Research, McLean Hospital, Harvard Medical School, Boston, MA, US, Wu, Mon-Ju, ORCID 0000-0002-0540-8027. Department of Psychiatry and Behavioral Sciences, McGovern Medical School, University of Texas Health Science Center at Houston, Houston, TX, US, Opel, Nils, ORCID 0000-0003-4749-3298. Institute for Translational Psychiatry, University of Munster, Munster, Germany, Groenewold, Nynke A., ORCID 0000-0002-0865-8427. Department of Psychiatry, University of Cape Town, Cape Town, South Africa, Gruber, Oliver. Section for Experimental Psychopathology and Neuroimaging, Department of General Psychiatry, Heidelberg University, Heidelberg, Germany, Fuentes-Claramonte, Paola, ORCID 0000-0002-1428-7976. Germanes Hospitalaries Research Foundation (FIDMAG), Barcelona, Spain, Salvador, Raymond, ORCID 0000-0001-5557-1562. Germanes Hospitalaries Research Foundation (FIDMAG), Barcelona, Spain, Goya-Maldonado, Roberto. Laboratory of Systems Neuroscience and Imaging in Psychiatry, Department of Psychiatry and Psychotherapy, University Medical Center Gottingen, Gottingen, Germany, Sarró, Salvador, ORCID 0000-0003-1835-2189. Germanes Hospitalaries Research Foundation (FIDMAG), Barcelona, Spain, Poletti, Sara, ORCID 0000-0001-9594-0246. Division of Neuroscience, IRCCS Scientific Institute Ospedale San Raffaele, Italy, Meinert, Susanne L.. Institute for Translational Psychiatry, University of Munster, Munster, Germany, Kircher, Tilo, ORCID 0000-0002-2514-2625. Department of Psychiatry, Philipps-University Marburg, Marburg, Germany, Dannlowski, Udo, ORCID 0000-0002-0623-3759. Institute for Translational Psychiatry, University of Munster, Munster, Germany, Pozzi, Elena, ORCID 0000-0001-8360-5571. Melbourne Neuropsychiatry Centre, Department of Psychiatry, University of Melbourne, Carlton, VIC, Australia

Source: Journal of Psychopathology and Clinical Science, Vol 131(6), Aug, 2022. pp. 664-673.

Publisher: US : American Psychological Association

Other Journal Titles: Journal of Abnormal Psychology; The Journal of Abnormal and Social Psychology; The Journal of Abnormal Psychology; The Journal of Abnormal Psychology and Social Psychology

Supplemental Data: Experimental Materials Internet
Tables and Figures Internet

Publication Type: Journal; Peer Reviewed Journal

This result is not displayed to guests.
Login for full access.