Approach to machine learning for extraction of real-world data variables from electronic health records

Autor: Blythe Adamson, Michael Waskom, Auriane Blarre, Jonathan Kelly, Konstantin Krismer, Sheila Nemeth, James Gippetti, John Ritten, Katherine Harrison, George Ho, Robin Linzmayer, Tarun Bansal, Samuel Wilkinson, Guy Amster, Evan Estola, Corey M. Benedum, Erin Fidyk, Melissa Estévez, Will Shapiro, Aaron B. Cohen

Publikováno v: Frontiers in Pharmacology, Vol 14 (2023)

Background: As artificial intelligence (AI) continues to advance with breakthroughs in natural language processing (NLP) and machine learning (ML), such as the development of models like OpenAI’s ChatGPT, new opportunities are emerging for efficien

Externí odkaz: https://doaj.org/article/41579e941470420fa3cc019c9db14c25

Neuromatch Academy: a 3-week, online summer school in computational neuroscience

Autor: Bernard ’t Hart, Titipat Achakulvisut, Ayoade Adeyemi, Athena Akrami, Bradly Alicea, Alicia Alonso-Andres, Diego Alzate-Correa, Arash Ash, Jesus Ballesteros, Aishwarya Balwani, Eleanor Batty, Ulrik Beierholm, Ari Benjamin, Upinder Bhalla, Gunnar Blohm, Joachim Blohm, Kathryn Bonnen, Marco Brigham, Bingni Brunton, John Butler, Brandon Caie, N Gajic, Sharbatanu Chatterjee, Spyridon Chavlis, Ruidong Chen, You Cheng, H.m. Chow, Raymond Chua, Yunwei Dai, Isaac David, Eric DeWitt, Julien Denis, Alish Dipani, Arianna Dorschel, Jan Drugowitsch, Kshitij Dwivedi, Sean Escola, Haoxue Fan, Roozbeh Farhoodi, Yicheng Fei, Pierre-Étienne Fiquet, Lorenzo Fontolan, Jeremy Forest, Yuki Fujishima, Byron Galbraith, Mario Galdamez, Richard Gao, Julijana Gjorgjieva, Alexander Gonzalez, Qinglong Gu, Yueqi Guo, Ziyi Guo, Pankaj Gupta, Busra Gurbuz, Caroline Haimerl, Jordan Harrod, Alexandre Hyafil, Martin Irani, Daniel Jacobson, Michelle Johnson, Ilenna Jones, Gili Karni, Robert Kass, Hyosub Kim, Andreas Kist, Randal Koene, Konrad Kording, Matthew Krause, Arvind Kumar, Norma Kühn, Ray Lc, Matthew Laporte, Junseok Lee, Songting Li, Sikun Lin, Yang Lin, Shuze Liu, Tony Liu, Jesse Livezey, Linlin Lu, Jakob Macke, Kelly Mahaffy, A Martins, Nicolás Martorell, Manolo Martínez, Marcelo Mattar, Jorge Menendez, Kenneth Miller, Patrick Mineault, Nosratullah Mohammadi, Yalda Mohsenzadeh, Elenor Morgenroth, Taha Morshedzadeh, Alice Mosberger, Madhuvanthi Muliya, Marieke Mur, John Murray, Yashas Nd, Richard Naud, Prakriti Nayak, Anushka Oak, Itzel Castillo, Seyedmehdi Orouji, Jorge Otero-Millan, Marius Pachitariu, Biraj Pandey, Renato Paredes, Jesse Parent, Il Park, Megan Peters, Xaq Pitkow, Panayiota Poirazi, Haroon Popal, Sandhya Prabhakaran, Tian Qiu, Srinidhi Ragunathan, Raul Rodriguez-Cruces, David Rolnick, Ashish Sahoo, Saeed Salehinajafabadi, Cristina Savin, Shreya Saxena, Paul Schrater, Karen Schroeder, Alice Schwarze, Madineh Sedigh-Sarvestani, K Sekhar, Reza Shadmehr, Maryam Shanechi, Siddhant Sharma, Eric Shea-Brown, Krishna Shenoy, Carolina Shimabukuro, Sergey Shuvaev, Man Sin, Maurice Smith, Nicholas Steinmetz, Karolina Stosio, Elizabeth Straley, Gabrielle Strandquist, Carsen Stringer, Rimjhim Tomar, Ngoc Tran, Sofia Triantafillou, Lawrence Udeigwe, Davide Valeriani, Vincent Valton, Maryam Vaziri-Pashkam, Peter Vincent, Gal Vishne, Pascal Wallisch, Peiyuan Wang, Claire Ward, Michael Waskom, Kunlin Wei, Anqi Wu, Zhengwei Wu, Brad Wyble, Lei Zhang, Daniel Zysman, Federico Uquillas, Tara van Viegen

Publikováno v: Journal of Open Source Education, 2022, Vol.5(49), pp.118 [Peer Reviewed Journal]
Articles

Neuromatch Academy (https://academy.neuromatch.io; (van Viegen et al., 2021)) was designed as an online summer school to cover the basics of computational neuroscience in three weeks. The materials cover dominant and emerging computational neuroscien

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::7ee962b80a3fba55cd5a9118ae3ca495
http://dro.dur.ac.uk/37609/

Designing and Interpreting Psychophysical Investigations of Cognition

Autor: Gouki Okazawa, Michael Waskom, Roozbeh Kiani

Publikováno v: Neuron

Scientific experimentation depends on the artificial control of natural phenomena. The inaccessibility of cognitive processes to direct manipulation can make such control difficult to realize. Here, we discuss approaches for overcoming this challenge

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::8ee507b0117e05dab8895255797eedc8
https://pubmed.ncbi.nlm.nih.gov/31600507

Decision-making through integration of sensory evidence at prolonged timescales

Autor: Roozbeh Kiani, Michael Waskom

SummaryWhen multiple pieces of information bear on a decision, the best approach is to combine the evidence provided by each one. Evidence integration models formalize the computations underlying this process [1–3], explain human perceptual discrim

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::38d493ffa71982da5f3776c0b9f83e8e
https://doi.org/10.1101/385989

Perceptual insensitivity to higher-order statistical moments of coherent random dot motion

Autor: Roozbeh Kiani, Janeen W Asfour, Michael Waskom

When the visual system analyses distributed patterns of sensory inputs, what features of those distributions does it use? It has been previously demonstrated that higher-order statistical moments of luminance distributions influence perception of sta

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::ec5cab60ce569517da8a8de8bf78c393