Proceedings of the Seventh Workshop on Computational Linguistics and Clinical Psychology: Improving Access
Authors: Glorianna Jagfeld, Fiona Lobban, Paul Rayson, Steven Jones, Guy M. Goodwin, Peter Haddad, I. Nicol Ferrier, Joseph Aronson, Thomas R. E. Barnes, Andrea Cipriani, David Coghill, Seena Fazel, John Geddes, Heinz Grunze, Emily A. Holmes, Oliver Howes, S. Hudson, N Hunt, Ian Jones, I. C. MacMillan, R. Hamish McAllister‐Williams, D Mik, Roger S. McIntyre, Sidney H. Kennedy, Joanna K. Soczynska, Ha H. Nguyen, Kathleen R. Merikangas, Robert Jin, Jianping He, Ronald C. Kessler, Sing Lee, Nancy Samp- Son, María Carmen Viana, Laura Helena Andrade, Chiyi Hu, Elie G. Karam, Maria Ladea, María Elena, Medina Mora, Mark Oakley, Keith Harrigian, Carlos Aguirre, Mark Dredze, Glen Coppersmith, Craig Harman, Kristy Hollingshead, Margaret Mitchell, Johannes C. Eichstaedt, Robert E. Smith, Raina Mer- Chant, Lyle Ungar, Hila Gonen, Yoav Goldberg, Yoav Goldberg, Adrian Benton, Glen Coppersmith, Mark Dredze, Liliana Dell, ' Osso, Barbara Carpita, Carlo Bertelloni, Elisa Diadema, Maria Filippo, Camilla Barberi, Claudia Gesi, Carmassi, Colin Depp, Dilip Jeste, Arianna Diflorio, Ian Jones, Gunther Eysenbach, James Till, J Alize, Emily Ferrari, Jon Stockings, Holly Khoo, Louisa Erskine, Theo Degenhardt, Harvey Vos, Whiteford, Robert Freedman, David Lewis, Robert Michels, Daniel Pine, Susan Schultz, Carol Tamminga, Glen Gabbard, Susan Shur-Fen, Daniel Gau, Maria Javitt, Patrick Oquendo, Eduard Shrout, Joel Vieta, Yager, Danielle Novick, Holly Swartz, Ellen Frank, O' Bridianne, Stephen Dea, Philip Wan, Alison Batterham, Cecile Calear, Helen Paris, Christensen, Matthijs Oud, Evan Mayo-Wilson, Ruth Braidwood, Peter Schulte, Steven Jones, Richard Morriss, Ralph Kupka, Pim Cuijpers, Tim Kendall, Michael Paul, Mark Dredze, Andrea Pfennig, B Jabs, S Pfeiffer, B Weikert, K Leopold, M Bauer, Stefano Pini, Valria De Queiroz, Daniel Pagnin, Lukas Pezawas, Jules Angst, Giovanni Cassano, Hans Ulrich Wittchen, Ria Poole, Daniel Smith, Sharon Simpson, Daniel Preoiuc-Pietro, Johannes Eichstaedt, Gregory Park, Maarten Sap, Laura Smith, Victoria Tobolsky, H Schwartz, Lyle Ungar, Derek Ruths, Jrgen Pfeffer, K Puneet, Pamela Sahota, Sankar, Martha Sajatovic, Weronika Micula-Gondek, Curtis Tatsuoka, Christopher Bialko, Elvis Saravia, Chun Chang, Renaud Jollet De Lorenzo, Yi Shin, Chen, Ivan Sekuli, Matej Gjurkovi, Jan najder, Anna Tigunova, Paramita Mirza, Andrew Yates, Gerhard Weikum, Anna Tigunova, Andrew Yates, Paramita Mirza, Gerhard Weikum, T Treuer, M Tohen, Agns Vayreda, Charles Antaki, Zijian Wang, David Jurgens, Helen Warwick, Sara Tai, Warren Mansell, Matthew Williams, Pete Burnap, Luke Sloan, Minjoo Yoo, Sangwon Lee, Taehyun Ha, Carlos Aguirre, Keith Harrigian, Mark Dredze, Silvio Amir, Mark Dredze, John Ayers, Silvio Amir, Mark Dredze, John Ayers, M Martin, Antony, David Barlow, Alina Arseniev-Koehler, Sharon Mozgai, Stefan Scherer, Benjamin John W Ayers, Jon-Patrick Althouse, Niels Allem, Daniel Rosenquist, Ford, R David E Bakken, Douglas Rarameswaran, Andy Blough, Ty Franz, Palmer, Borwin Bandelow, Sophie Michaelis, Adrian Benton, Glen Coppersmith, Mark Dredze, Thomas William E Boebert, Robert Markham, Olmsted, Sandra Bucci, Matthias Schwannauer, Natalie Berry, Stevie Chancellor, Munmun Choudhury, Stevie Chancellor, Andrea Hu, Munmun Choudhury, Stevie Chancellor, Zhiyuan Lin, Erica Goodman, Stephanie Zerwas, Munmun Choudhury, Stevie Chancellor, Tanushree Mitra, Munmun Choudhury, Arman Cohan, Bart Desmet, Andrew Yates, Luca Soldaini, Sean Macavaney, Nazli Goharian, Mrinal Kumar, Mark Dredze, Glen Coppersmith, Munmun Choudhury, Yaoyiran Li, Rada Mihalcea, Steven Wilson, Huijie Lin, Jia Jia, Quan Guo, Yuanyuan Xue, Qi Li, Jie Huang, Lianhong Cai, Ling Feng, Huijie Lin, Jia Jia, Liqiang Nie, Guangyao Shen, Tat-Seng Chua, Fabio David E Losada, Javier Crestani, Parapar, Fabio David E Losada, Javier Crestani, Parapar, Kate Loveys, Jonathan Torrez, Alex Fine, Glen Moriarty, Glen Coppersmith, Sean Macavaney, Bart Desmet, Arman Cohan, Luca Soldaini, Andrew Yates, Ayah Zirikly, Nazli Goharian, David Milne, Glen Pink, Ben Hachey, Rafael Calvo, Danielle Mowery, Craig Bryan, Mike Conway, Danielle Mowery, Albert Park, Craig Bryan, Mike Conway, Beau Norgeot, Giorgio Quer, K Brett, Ali Beaulieu-Jones, Raquel Torkamani, Milena Dias, Rima Gianfrancesco, Arnaout, Suchi Isaac S Kohane, Eric Saria, Topol, Galen Panger, Andrew Perrin, Inna Pirina, C agr C ltekin, Price Nicholson, I Glenn Cohen, Abhishek Brenna N Renn, David Pratap, Sean Atkins, Patricia Mooney, Aren, Koustuv Saha, Munmun Choudhury, H Schwartz, Johannes Eichstaedt, Margaret Kern, Gregory Park, Maarten Sap, David Stillwell, Michal Kosinski, Lyle Ungar, Ivan Sekulic, Matej Gjurkovi, Jan najder, Guangyao Shen, Jia Jia, Liqiang Nie, Fuli Feng, Cunjun Zhang, Tianrui Hu, Tat-Seng Chua, Wenwu Zhu, Judy Hanwen, Shen, Frank Rudzicz, Han-Chin Shing, Suraj Nair, Ayah Zirikly, Meir Friedenberg, Hal Daum, Philip Resnik, Elsbeth Turcan, Kathy Mckeown, Amy Barr, Jason Brandt, Natalia Becker, Jerusa Salles, Lauren Rasmus M Birn, Laura Kenworthy, Rachel Case, Caravella, B Tyler, Peter Jones, Alex Bandettini, Martin, Ilaria Bizzozero, Stefania Scotti, Francesca Clerici, Simone Pomati, Marcella Laiacona, Erminio Capitani, Jane Cerhan, Robert Ivnik, Glenn Smith, Eric Tangalos, Ronald Petersen, Brad Boeve, Howard Chertkow, Daniel Bub, David Clark, Virginia Wadley, P Kapur, Thomas De-Ramus, Brandon Singletary, Anthony Nicholas, P Blanton, K Lokken, D Hrishikesh Deshpande, Georg Marson, Deutsch, L Clark, M Gatz, L Zheng, Y Chen, C Mc-Cleary, W Mack, H Coslett, Dawn Bowers, Mieke Verfaellie, Heilman, Unai Diaz-Orueta, Alberto Blanco-Campal, Melissa Lamar, David Libon, Teresa Burke, B Dubois, A Slachevsky, I Litvan, B Pillon, Miriam Faust, Sven-Erik Fernaeus, Per stberg, ke Hellstrm, Lars-Olof Wahlund, Nancy Fisher, Mary Tierney, Byron Rourke, John Szalai, Rowena Gomez, Desire White, John R Hodges, John Hodges, David Salmon, Nelson Butters, E Huey, E Goveia, S Paviol, M Pardini, F Krueger, G Zamboni, M Tierney, E Wassermann, J Grafman, Parris Kidd, Najoung Kim, Jung-Ho Kim, Maria Wolters, Sarah Macpherson, Jong Park, A Knig, N Linz, J Tger, M Wolters, J Alexandersson, P Robert, Yunqing Li, Ping Li, Qing Yang, Paul Eslinger, Chris Sica, Prasanna Karunanayaka, Hali Lindsay, Nicklas Linz, Johannes Trger, Jan Alexandersson, Hali Lindsay, Johannes Trger, Jan Alexandersson, Alexandra Knig, Zeshu Shao, Esther Janse, Karina Visser, Antje Meyer, Vanessa Taler, Natalie Phillips, Edmond Teng, Judith Leone-Friedman, Grace Lee, Stephanie Woo, Liana Apostolova, Shelly Harrell, John Ringman, Po Lu, Sharon L Thompson-Schill, D' Mark, Geoffrey Esposito, Martha Aguirre, Farah, Jochen Ren Thyrian, Tilly Eichler, Andrea Pooch, Kerstin Albuerne, Adina Dreier, Bernhard Michalowsky, Wolfgang Hoffmann, Diana Wucherer, Jean Tom N Tombaugh, Laura Kozak, Rees, Johannes Trger, Nicklas Linz, Jan Alexandersson, Alexandra Knig, Philippe Robert, Angela Troyer, Morris Moscovitch, Gordon Winocur, Angela Troyer, Morris Moscovitch, Gordon Winocur, Don Michael P Alexander, Stuss, Johannes Trger, Nicklas Linz, Alexandra Knig, P Robert, Jan Alexandersson, Jessica Peter, Jutta Kray, M Roisin, Robert Vaughan, Roseanne Coen, Brian Kenny, Lawlor, Malvika Verma, Robert Howard, Mathieu Vigneau, Pierre-Yves Beaucousin, Hugues Herv, Fabrice Duffau, O Crivello, Bernard Houd, N Mazoyer, Tzourio-Mazoyer, Maria Vita, Camillo Marra, Pietro Spinelli, Alessia Caprara, Eugenia Scaricamazza, Diana Castelli, Serena Canulli, Guido Gainotti, Davide Quaranta, Kesong Jeffrey C Zemla, Kimberly Cao, Joseph Mueller, Austerweil, Qianhua Zhao, Qihao Guo, Zhen Hong, Muhammad Abdul, -Mageed, Lyle Ungar, Lisa Feldman, Barrett, Adrian Benton, Glen Coppersmith, Mark Dredze, Laura-Ana-Maria Bostan, Roman Klinger, Davide Chicco, Giuseppe Jurman, Jacob Devlin, Ming-Wei Chang, Kenton Lee, Kristina Toutanova, Ben Eisner, Tim Rocktschel, Isabelle Augenstein, Matko Bonjak, Sebastian Riedel, Jeff Larsen, A Mcgraw, Nikolaos Lykousas, Costantinos Patsakis, Andreas Kaltenbrunner, Vicen Gmez, Saif Mohammad, M Saif, Mohammad, M Saif, Svetlana Mohammad, Kiritchenko, M Saif, Peter Mohammad, Turney, Andrew Ortony, Terence Turner, Robert Plutchik, Ashequl Qadir, Ellen Riloff, Kirk Roberts, Michael Roach, Joseph Johnson, Josh Guthrie, Sanda Harabagiu, Klaus Scherer, Harald Wallbott, Phillip Shaver, Judith Schwartz, Donald Kirson, Cary O' Connor, Svitlana Volkova, Yoram Bachrach, Wenbo Wang, Lu Chen, Krishnaprasad Thirunarayan, Amit P Sheth, Mohammed Al, -Mosaiwi, Tom Johnstone, Aviad Albert, Brian Macwhinney, Bracha Nir, Shuly Wintner, Dana Atzil-Slonim, Daniel Juravski, Eran Bar-Kalifa, Eva Gilboa-Schechtman, Rivka Tuval-Mashiach, Natalie Shapira, Yoav Goldberg, D Matthew, Mark Blagys, Hilsenroth, Sidney Blatt, Andrew David M Blei, Michael Ng, Jordan, Emily Alsentzer, John Murphy, Willie Boag, Wei-Hung Weng, Di Jin, Tristan Naumann, Matthew Mcdermott, Ulya Bayram, Lamia Benhiba, Iz Beltagy, Kyle Lo, Arman Cohan, Adrian Benton, Glen Coppersmith, Mark Dredze, Stevie Chancellor, L Michael, Eric Birnbaum, Caine, M Vincent, Munmun Silenzio, Choudhury, Ameya John A Naslund, John Bondre, Kelly Torous, Aschbrenner, F Pedregosa, G Varoquaux, A Gramfort, V Michel, B Thirion, O Grisel, M Blondel, P Prettenhofer, R Weiss, V Dubourg, J Vanderplas, A Passos, D Cournapeau, M Brucher, M Perrot, E Duchesnay, Philip Resnik, April Foreman, Michelle Kuchuk, Katherine Schafer, Beau Pinkham, Felix Ritchie, Katherine Schafer, Grace Kennedy, Austin Gallyer, Philip Resnik, Han-Chin Shing, Suraj Nair, Ayah Zirikly, Meir Friedenberg, Hal Daum, Iii, Philip Resnik, Robert Thorstad, Phillip Wolff, Ning Wang, Fan Luo, Yuvraj Shivtare, K Varsha Badal, R Subbalakshmi, Ellen Chandramouli, Lee, Tal Yarkoni, Jacob Westfall, Andrew Yates, Arman Cohan, Nazli Goharian, Augusto Guilherme, Sujatha Zagatti, See-Kiong Das Gollapalli, Ng, Ayah Zirikly, Philip Resnik, zlem Uzuner, Kristy Hollingshead, Ulya Bayram, Ali Minai, John Pestian, Lars Buitinck, Gilles Louppe, Mathieu Blondel, Fabian Pedregosa, Andreas Mueller, Olivier Grisel, Vlad Niculae, Peter Prettenhofer, Alexandre Gramfort, Jaques Grobler, Robert Layton, Jake Vanderplas, Arnaud Joly, Brian Holt, Gal Varoquaux, Glen Coppersmith, Ryan Leary, Patrick Crutchley, Alex Fine, Munmun De Choudhury, Emre Kiciman, Mark Dredze, Glen Coppersmith, Mrinal Kumar, Pedro Domingos, Jrgen Felix A Gers, Fred Schmidhuber, Cummins, Shaoxiong Ji, Shirui Pan, Xue Li, Erik Cambria, Guodong Long, Zi Huang, Jianhong Luo, Jingcheng Du, Cui Tao, Hua Xu, Yaoyun Zhang, Sean Macavaney, Anjali Mittu, Glen Coppersmith, Jeff Leintz, Philip Resnik, Alexandru Niculescu-Mizil, Claudia Perlich, Grzegorz Swirszcz, Vikas Sindhwani, Yan Liu, Prem Melville, Dong Wang, Jing Xiao, Jianying Hu, Moninder Singh, O' Bridianne, Stephen Dea, Wan, J Philip, Alison Batterham, Cecile Calear, Helen Paris, Christensen, H Wallach, H Larochelle, A Beygelzimer, F, John Pestian, Daniel Santel, Michael Sorter, Ulya Bayram, Brian Connolly, Tracy Glauser, Melissa Delbello, Suzanne Tamang, Kevin Cohen, Lior Rokach, Arunima Roy, Katerina Nikolitch, Rachel Mcginn, Safiya Jinah, William Klement, Zachary Kaminsky, Hongfei Michael Mesfin Tadesse, Bo Lin, Liang Xu, Yang, Colin G Walsh, Jessica Ribeiro, Joseph Franklin, Zhu, J Xia, H Yao, Q Fan, Wang, Gao, Ahmet Aladag, Serra Muderrisoglu, Naz Berfu Akbas, Oguzhan Zahmacioglu, Haluk, Bingol, Lei Cao, Huijun Zhang, Ling Feng, Carol Chu, Megan Rogers, Anna Gai, Thomas Joiner, Glen Coppersmith, Ryan Leary, Patrick Crutchley, Alex Fine, Glen Coppersmith, Kim Ngo, Ryan Leary, Anthony Wood, Bart Desmet, Vronique Hoste, Paul Wayne A Dixon, Wayne Heppner, Anderson, Andrea Fernandes, Rina Dutta, Sumithra Velupillai, Jyoti Sanyal, Robert Stewart, David Chandran, Thomas Forkmann, Tobias Teismann, Shaoxiong Ji, Shirui Pan, Xue Li, Erik Cambria, Guodong Long, Zi Huang, Shengyi Jiang, Guansong Pang, Meiling Wu, Limin Kuang, Noah Jones, Natasha Jaques, Pat Pataranutaporn, Asma Ghandeharioun, Picard Rosalind, David Klonsky, Alexis May, Laurie Daniel M Low, Tanya Rumker, John Talkar, Guillermo Torous, Satrajit Cecchi, Ghosh, Sean Macavaney, Anjali Mittu, Glen Coppersmith, Jeff Leintz, Philip Resnik, M Saif, Mohammad, Arunima Roy, Katerina Nikolitch, Rachel Mcginn, Safiya Jinah, William Klement, Zachary Kaminsky, Esteban Rssola, Diana Ramrez-Cifuentes, Ana Freire, Fabio Crestani, Ramit Sawhney, Prachi Manchanda, Puneet Mathur, Raj Singh, Shah Rajiv Ratn, Muhammad Faisal, Farsheed Shah, Haque, Un Ragib, Shaeekh Nur, Zarar Al Jahan, Mamud, Zongru Shao, Rajarathnam Chandramouli, Constantine Subbalakshmi, Boyadjiev, Yan-Yan Song, L Ying, Steven Stack, Ning Wang, Mingxuan Chen, Koduvayur Subbalakshmi, Maria Wiklander, Mats Samuelsson, Jussi Jokinen, sa Nilsonne, Alexander Wilczek, Gunnar Rylander, Marie sberg, Danuta Wolk-Wasserman, Hannah Yao, Sina Rashidian, Xinyu Dong, Hongyi Duanmu, Richard Rosenthal, Fusheng Wang, Wen Zhang, Taketoshi Yoshida, Xijin Tang, Ayah Zirikly, Philip Resnik, Ozlem Uzuner, Kristy Hollingshead, Ameeta Agrawal, Aijun An, Manos Papagelis, David Blei, Jon Mcauliffe, David Blei, Andrew Ng, Michael Jordan, Levent Bolelli, eyda Ertekin, C Lee Giles, Xuetong Chen, Martin Sykora, Thomas Jackson, Suzanne Elayan, Glen Coppersmith, Mark Dredze, Craig Harman, Sujatha Das, Gollapalli, Xiaoli Li, David Hall, Daniel Jurafsky, Christopher Manning, Qi He, Bi Chen, Jian Pei, Baojun Qiu, Prasenjit Mitra, Lee Giles, Judi Kidger, Jon Heron, Glyn Lewis, Jonathan Evans, David Gunnell, Sergei Koltcov, Olessia Koltsova, Sergey Nikolenko, Han Jey, Nigel Lau, Timothy Collier, Baldwin, Chenghua Lin, Yulan He, David Losada, Fabio Crestani, Javier Parapar, David Losada, Fabio Crestani, Javier Parapar, Sean Macavaney, Anjali Mittu, Glen Coppersmith, Jeff Leintz, Philip Resnik, Saif Mohammad, Peter Turney, Viet-An, Jordan Nguyen, Philip Ying, Resnik, G Patton, C Coffey, S Sawyer, R Viner, D Haller, K Bose, T Vos, J Ferguson, C Mathers, Jeffrey Pennington, Richard Socher, Christopher Manning, Samira Pouyanfar, Saad Sadiq, Yilin Yan, Haiman Tian, Yudong Tao, Maria Reyes, Mei-Ling Shyu, Shu-Ching Chen, S Iyengar, Daniel Ramage, David Hall, Ramesh Nallapati, Christopher Manning, Jason Ren, Russell Kunes, Finale Doshi-Velez, Han-Chin Shing, Suraj Nair, Ayah Zirikly, Meir Friedenberg, Hal Daum, Iii, Philip Resnik, Alina Trifan, Pedro Salgado, Jos Lus Oliveira, Xing Wei, W Croft, Ayah Zirikly, Philip Resnik, zlem Uzuner, Kristy Hollingshead, Glen Coppersmith, Ryan Leary, Patrick Crutchley, Alex Fine, Joseph Franklin, Jessica Ribeiro, Fox, E Bentley, X Kleiman, K Huang, Musaccchio, Jaroszewski, Chang, Nock, Blaise Hanczar, Jianping Hua, Chao Sima, John Weinstein, Michael Bittner, Edward Dougherty, Sean Macavaney, Anjali Mittu, Glen Coppersmith, Jeff Leintz, Philip Resnik, Thanh Dat Quoc Nguyen, Anh Vu, Nguyen, Mark Bridianne O'dea, Philip Larsen, Alison Batterham, Helen Calear, Christensen, Yaakov Ophir, Refael Tikochinski, Christa Asterhan, Itay Sisso, Roi Reichart, Ella Arensman, Vanda Scott, Diego Leo, Jane Pirkis, Samah Fodeh, Taihua Li, Kevin Menczynski, Tedd Burgette, Andrew Harris, Georgeta Ilita, Satyan Rao, Jonathan Gemmell, Daniela Raicu, Jessica Joseph C Franklin, Kathryn Ribeiro, Kate Fox, Evan Bentley, Xieyining Kleiman, Katherine Huang, Adam Musacchio, Bernard Jaroszewski, Matthew Chang, Nock, Jerome Friedman, Trevor Hastie, Robert Tibshirani, Evan Catherine R Glenn, John Kleiman, Olivia Kellerman, Christine Pollak, Erika Cha, Andrew Esposito, Peter Porter, Anne Wyman, Boatman, Ben Goodrich, Jonah Gabry, Imad Ali, Sam Brilleman, Max Kuhn, Matthew Large, Cherrie Galletly, Nicholas Myles, Christopher James Ryan, Hannah Myles, ;, Matthew Michael Large, Christopher James Ryan, Gregory Carter, Nav Kapur, Nicholas Leigh-Hunt, David Bagguley, Kristin Bash, Victoria Turner, Stephen Turnbull, N Valtorta, Woody Caan, Stephanie Richard T Liu, Jessica Steele, Quyen Hamilton, Kayla Do, Furbish, A Taylor, Ashley Burke, Nimesha Martinez, Gerlus, Andrea Miranda-Mendizabal, Pere Castellv, Oleguer Pars-Badell, Itxaso Alayo, Jos Almenara, Iciar Alonso, Maria Blasco, Annabel Cebria, Andrea Gabilondo, Margalida Gili, Yaakov Ophir, Refael Tikochinski, Christa Sc Asterhan, Itay Sisso, Roi Reichart, Pawel John P Pestian, Michelle Matykiewicz, Brett Linn-Gust, Ozlem South, Jan Uzuner, K Wiebe, John Bretonnel Cohen, Christopher Hurdle, Brew, Xieyining Jessica D Ribeiro, Kathryn Huang, Joseph Fox, Franklin, Shane Schweitzer, Adam Waytz, Almog Simchon, Michael Gilead, Shannon Wiltsey, Stirman, James Pennebaker, Chanuwas Aswamenakul, Lixing Liu, Kate Carey, Joshua Woolley, Stefan Scherer, Brian Borsari, Brian Borsari, Timothy Apodaca, Kristina Jackson, Nadine Mastroleo, Molly Magill, Nancy Barnett, Kate Carey, Dogan Can, David Atkins, Shrikanth S Narayanan, Domenic Cicchetti, Jacob Devlin, Ming-Wei Chang, Kenton Lee, Kristina Toutanova, C Diclemente, Catherine Corno, Meagan Graydon, Alicia Wiprovnick, Daniel Knoblach, Mp Ewbank, V Cummins, Tablan, S Catarino, Buchholz, Blackwell, James Gibson, Dogan Can, Bo Xiao, E Zac, David Imel, Panayiotis Atkins, Shrikanth Georgiou, Narayanan, Xiaolei Huang, Lixing Liu, Kate Carey, Joshua Woolley, Stefan Scherer, Brian Borsari, Ilya Loshchilov, Frank Hutter, Brad Lundahl, Chelsea Kunz, Cynthia Brownell, Derrik Tollefson, Brian Burke, Molly Magill, Timothy Apodaca, Brian Borsari, Jacques Gaume, Ariel Hoadley, Rebecca Gordon, J Scott Tonigan, Theresa Moyers, Leili Tavabi, Kalin Stefanov, Larry Zhang, Brian Borsari, Joshua Woolley, Stefan Scherer, Mohammad Soleymani, Bo Xiao, Dogan Can, James Gibson, Zac Imel, David Atkins, Panayiotis Georgiou, Shrikanth S Narayanan, Adrian Benton, Glen Coppersmith, Mark Dredze, Sindhu Michael L Birnbaum, Kiranmai Ernala, F Asra, Munmun Rizvi, John Choudhury, Kane, Arman Cohan, Bart Desmet, Andrew Yates, Luca Soldaini, Sean Macavaney, Nazli Goharian, G Coppersmith, C Hilland, O Frieder, R Leary, Glen Coppersmith, Mark Dredze, Craig Harman, Kristy Hollingshead, Glen Coppersmith, Craig Harman, Mark Dredze, Glen Coppersmith, Ryan Leary, Patrick Crutchley, Alex Fine, G Cullen, Gulati, Kelly, Munmun De Choudhury, Michael Gamon, Scott Counts, Eric Horvitz, Jingcheng Du, Yaoyun Zhang, Jianhong Luo, Yuxi Jia, Qiang Wei, Cui Tao, Hua Xu, Chandra Sharath, Guntuku, Margaret David B Yaden, Lyle Kern, Johannes Ungar, Eichstaedt, Zhengping Jiang, Sarah Ita Levitan, Jonathan Zomick, Julia Hirschberg, Nikolaos Koutsouleris, Dominic Dwyer, Franziska Degenhardt, Carlo Maj, Maria, Fernanda Urquijo-Castro, Rachele Sanfelici, David Popovic, Oemer Oeztuerk, S Shalaila, Johanna Haas, Weiske, Andrew Ng, Michael Jordan, Pamela Owens, Kathryn Fingar, Kimberly Mc-Dermott, Pradip Muhuri, Kevin Heslin, Judy Hanwen, Shen, Frank Rudzicz, Han-Chin Shing, Suraj Nair, Ayah Zirikly, Meir Friedenberg, Hal Daum, Iii, Philip Resnik, Michael Stensland, Kyle Peter R Watson, Grazier, Akkapon Wongkoblap, Miguel Vadillo, Vasa Curcin, Ayah Zirikly, Philip Resnik, Ozlem Uzuner, Kristy Hollingshead, Jonathan Zomick, Sarah Ita Levitan, Mark Serper, Aviad Albert, Brian Macwhinney, Bracha Nir, Shuly Wintner, D Matthew, Mark Blagys, Hilsenroth, Roei Chen, Dana Atzil-Slonim, Eran Bar-Kalifa, Ilanit Hasson-Ohayon, Eshkol Refaeli, Joana Coutinho, Eugnia Ribeiro, Catarina Fernandes, Ins Sousa, Jeremy Safran, Orianna Demasi, Konrad Kording, Benjamin Recht, Jacob Devlin, Ming-Wei Chang, Kenton Lee, Kristina Toutanova, Catherine Eubanks, J Christopher Muran, Jeremy Safran, Catherine Eubanks-Carter, J Christopher Muran, Jeremy Safran, Christoph Flckiger, Bruce Del Re, Adam Wampold, Horvath, Nikolaos Simon B Goldberg, Flemotomos, Michael Victor R Martinez, Patty Tanana, Brian Kuo, Jennifer Pace, Villatte, G Panayiotis, Jake Georgiou, Zac Van Epps, Imel, Keith Harrigian, Carlos Aguirre, Mark Dredze, Erhard Mergenthaler, Charles Stinson, Tomas Mikolov, Ilya Sutskever, Kai Chen, Greg Corrado, Jeffrey Dean, Scott D Miller, J Bl Duncan, J Brown, Sparks, Claud, Amir More, Reut Tsarfaty, Jeremy Christopher Muran, Safran, Lisa Bernard S Gorman, Catherine Samstag, Arnold Eubanks-Carter, Winston, Jonathan Shedler, Yves David V Sheehan, K Lecrubier, Patricia Harnett Sheehan, Juris Amorim, Emmanuelle Janavs, Thierry Weiller, Roxy Hergueta, Geoffrey Baker, Dunbar, J Christopher L Stevens, Jeremy Christopher Muran, Bernard Safran, Arnold Gorman, Winston, B William, Meredith Stiles, Katerine Glick, Gillian Osatuke, David Hardy, Roxane Shapiro, Anne Agnew-Davies, Michael Rees, Barkham, J Terence, Anna Tracey, Kokotovic, Adam Tsakalidis, Maria Liakata, Theo Damoulas, Alexandra Cristea, Nancy C Andreasen, Nancy C Andreasen, Nancy C Andreasen, C Nancy, William Andreasen, Grove, Sanjeev Arora, Yingyu Liang, Tengyu Ma, Carrie Bearden, Keng Nei Wu, Rochelle Caplan, Tyrone Cannon, Gillinder Bedi, Facundo Carrillo, Guillermo Cecchi, Diego Slezak, Mariano Sigman, B Natlia, Sidarta Mota, Ribeiro, C Daniel, Mauro Javitt, Cheryl Copelli, Corcoran, Tolga Bolukbasi, Kai-Wei Chang, James Zou, Venkatesh Saligrama, Adam Kalai, Joy Buolamwini, Timnit Gebru, Aylin Caliskan, Joanna Bryson, Arvind Narayanan, Facundo Cheryl M Corcoran, Diego Carrillo, Gillinder Fernndez-Slezak, Casimir Bedi, Klim, C Daniel, Carrie Javitt, Guillermo Bearden, Cecchi, Vijay Cheryl M Corcoran, Carrie Mittal, Raquel Bearden, Kasia Gur, Zarina Hitczenko, Aleksandar Bilgrami, Guillermo Savic, Phillip Cecchi, Wolff, A Michael, Joe Covington, Mcfall, Arsime Demjaha, Sara Weinstein, Daniel Stahl, Fern Day, Lucia Valmaggia, Grazia Rutigliano, Andrea Micheli, Paolo Fusar-Poli, Philip Mcguire, Brita Elvevg, Peter Foltz, Daniel Weinberger, Terry Goldberg, Tina Gupta, Susan Hespos, William Horton, Vijay Mittal, Kasia Hitczenko, Vijay Mittal, Matthew Goldrick, Dan Iter, Jong Yoon, Dan Jurafsky, Brick Johnstone, Charles Callahan, Cynthia Kapila, Dawn Bouman, Sandra Just, Erik Haegert, Nora Konov, Anna-Lena Brcker, Ivan Nenchev, Jakob Funcke, Christiane Montag, Manfred Stede, Allison Koenecke, Andrew Nam, Emily Lake, Joe Nudell, Minnie Quartey, Zion Mengesha, Connor Toups, Dan John R Rickford, Sharad Jurafsky, Goel, Gina Kuperberg, Peter Thomas K Landauer, Darrell Foltz, Laham, Cristian Mihai Lintean, Moldovan, Danielle Vasile Rus, Mcnamara, Tandy Miller, Scott Thomas H Mcglashan, Kelly Woods, Naomi Stein, Cheryl Driesen, Ralph Corcoran, Larry Hoffman, Davidson, Jeffrey Pennington, Richard Socher, Christopher Manning, Diana Perkins, Clark Jeffries, Barbara Cornblatt, Scott Woods, Jean Addington, Carrie Bearden, Kristin Cadenhead, Tyrone Cannon, Robert Heinssen, Daniel H Mathalon, Eric Roche, John Lyne, O' Brian, Ricardo Donoghue, Caragh Segurado, Laoise Behan, Felicity Renwick, Kevin Fanning, Mary Madigan, Clarke, James Wilcox, George Winokur, Ming Tsuang, T Aaron, Beck, Kathleen Fitzpatrick, Alison Darcy, Molly Vierhile, Peter Terje B Holmlund, Alex Foltz, Hvard Cohen, Randi Johansen, Pl Sigurdsen, Dagfinn Fugelli, Jian Bergsager, Jared Cheng, Elizabeth Bernstein, Rosenfeld, Lauren Stephanie Jones, Emma Anderson, Maria Loades, Rebecca Barnes, Esther Crawley, Michelle, Renee Morales, Rivka Levitan, Martha James W Pennebaker, Roger Francis, Booth, Jeffrey Pennington, Richard Socher, Christopher Manning, Benjamin Shickel, Scott Siegel, Martin Heesacker, Sherry Benton, Parisa Rashidi, C Simms, M Ramstedt, M Rich, T Richards, C Martinez, Giraud-Carrier, R Yla, James Tausczik, Pennebaker, M Adda-Decker, L Lamel, Tim Althoff, Kevin Clark, Jure Leskovec, Sharon Goldwater, Dan Jurafsky, Christopher Manning, S Zellig, Harris, E Zac, M Imel, David Steyvers, Atkins, Adam Miner, Albert Haque, Jason Fries, S Fleming, D Wilfley, G Terence Wilson, A Milstein, D Jurafsky, B Arnow, W Stewart 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Ali Sayyed, Millard, Zach Wood-Doughty, Michael Smith, David Broniatowski, Mark Dredze, Andrew Yates, Arman Cohan, Nazli Goharian, Noor Fazilla, Abd Yusof, Chenghua Lin, Frank Guerin, Hessam Amini, Leila Kosseim, Mario Ezra Aragn, Adrian Pastor Lpez-Monroy, Luis Carlos Gonzlez-Gurrola, Manuel Montes, Renee Botta, Rebecca Dumlao, David Clinton, Eric Button, Claes Norring, Robert Palmer, Arman Cohan, Bart Desmet, Andrew Yates, Luca Soldaini, Sean Macavaney, Nazli Goharian, Glen Coppersmith, Mark Dredze, Craig Harman, Glen Coppersmith, Mark Dredze, Craig Harman, Kristy Hollingshead, Margaret Mitchell, Helen Davies, Nicola Swan, Ulrike Schmidt, Kate Tchanturia, Munmun De Choudhury, Scott Counts, Eric Horvitz, Aaron Hoff, Munmun De Choudhury, Michael Gamon, Scott Counts, Eric Horvitz, R Dunbar, Robert Johannes C Eichstaedt, Raina Smith, Lyle Merchant, Patrick Ungar, Daniel Crutchley, David Preot iuc-Pietro, H Andrew Asch, Schwartz, Marie Galmiche, Pierre Dchelotte, Gregory Lambert, Marie Tavolacci, Anastasia Giachanou, Esteban Rssola, Bilal Ghanem, Fabio Crestani, Paolo Rosso, Isabel Andria, Andra Giacomozzi, Silva Brbara Da, Bousfield, David Leilani H Gilpin, Bau, Ayesha Ben Z Yuan, Michael Bajwa, Lalana Specter, Kagal, C Rubia, Giordani, C Rubia, Giordani, L Elena, Robert Grigorenko, Sternberg, Emilio Gutirrez, Olaia Carrera, Sarthak Jain, Byron Wallace, H Walter, Andrea Kaye, Howard Bastiani, Moss, Anna, Cola Lo, M Samuel, Steven Ho, Hollonb, Fabio David E Losada, Javier Crestani, Parapar, Fabio David E Losada, Javier Crestani, Parapar, David Losada, Fabio Crestani, Javier Parapar, Helen Malson, Jane Ussher, Margaret Mitchell, Kristy Hollingshead, Glen Coppersmith, Elham Mohammadi, Hessam Amini, Leila Kosseim, Frederick Mosteller, David Wallace, Yair Neuman, Yochai Cohen, Stephen Bridianne O'dea, Wan, J Philip, Alison Batterham, Cecile Calear, Helen Paris, Christensen, Martha James W Pennebaker, Roger Francis, Booth, Jeffrey Pennington, Richard Socher, Christopher Manning, Robert Plutchik, Sofia Serrano, Noah Smith, Judy Hanwen, Shen, Frank Rudzicz, Marcel Trotzek, Sven Koitka, Christoph Friedrich, Njrdur Viborg, Margit Wngby-Lundh, Lars-Gunnar Lundh, Ulf Wallin, Per Johnsson, Sarah Wiegreffe, Yuval Pinter, Zichao Yang, Diyi Yang, Chris Dyer, Xiaodong He, Alex Smola, Eduard Hovy, Hussein Amir Hossein Yazdavar, Monireh Al-Olimat, Goonmeet Ebrahimi, Tanvi Bajaj, Krishnaprasad Banerjee, Jyotishman Thirunarayan, Amit Pathak, Sheth, Chiara Zucco, Huizhi Liang, Giuseppe Di Fatta, Mario Cannataro - 2021 cited by 21
Recently, research on mental health conditions using public online data, including Reddit, has surged in NLP and health research but has not reported user characteristics, which are important to judge generalisability of findings. This paper shows how existing NLP methods can yield information on clinical, demographic, and identity characteristics of almost 20K Reddit users who self-report a bipolar disorder diagnosis. This population consists of slightly more feminine-than masculinegendered mainly young or middle-aged USbased adults who often report additional mental health diagnoses, which is compared with general Reddit statistics and epidemiological studies. Additionally, this paper carefully evaluates all methods and discusses ethical issues.
