Iain James Marshall

Publication Activity (10 Years)

Years Active: 2011-2024
Publications (10 Years): 39

Top Topics

Document Summarization

Information Extraction

Evidence Based Medicine

Clinical Trials

Top Venues

J. Am. Medical Informatics Assoc.

Publications

Gregory Kell, Angus Roberts, Serge Umansky, Linglong Qian, Davide Ferrari, Frank Soboczenski, Byron C. Wallace, Nikhil Patel, Iain James Marshall
Question answering systems for health professionals at the point of care - a systematic review. J. Am. Medical Informatics Assoc. 31 (4) (2024)
Gregory Kell, Angus Roberts, Serge Umansky, Linglong Qian, Davide Ferrari, Frank Soboczenski, Byron C. Wallace, Nikhil Patel, Iain James Marshall
Question answering systems for health professionals at the point of care - a systematic review. CoRR (2024)
Hye Sun Yun, David Pogrebitskiy, Iain James Marshall, Byron C. Wallace
Automatically Extracting Numerical Results from Randomized Controlled Trials with Large Language Models. CoRR (2024)
Hye Yun, Iain James Marshall, Thomas A. Trikalinos, Byron C. Wallace
Appraising the Potential Uses and Harms of LLMs for Medical Systematic Reviews. EMNLP (2023)
Hye Sun Yun, Iain James Marshall, Thomas A. Trikalinos, Byron C. Wallace
Appraising the Potential Uses and Harms of LLMs for Medical Systematic Reviews. CoRR (2023)
Sanjana Ramprasad, Denis Jered McInerney, Iain James Marshall, Byron C. Wallace
Automatically Summarizing Evidence from Clinical Trials: A Prototype Highlighting Current Challenges. EACL (System Demonstrations) (2023)
Chantal Shaib, Millicent L. Li, Sebastian Joseph, Iain James Marshall, Junyi Jessy Li, Byron C. Wallace
Summarizing, Simplifying, and Synthesizing Medical Evidence Using GPT-3 (with Varying Success). CoRR (2023)
Chantal Shaib, Millicent L. Li, Sebastian Joseph, Iain James Marshall, Junyi Jessy Li, Byron C. Wallace
Summarizing, Simplifying, and Synthesizing Medical Evidence using GPT-3 (with Varying Success). ACL (2) (2023)
Jay DeYoung, Stephanie C. Martinez, Iain James Marshall, Byron C. Wallace
Do Multi-Document Summarization Models Synthesize? CoRR (2023)
Ashwin Devaraj, Iain James Marshall, Byron C. Wallace, Junyi Jessy Li
Paragraph-level Simplification of Medical Texts. CoRR (2021)
Ashwin Devaraj, Iain James Marshall, Byron C. Wallace, Junyi Jessy Li
Paragraph-level Simplification of Medical Texts. NAACL-HLT (2021)
Gregory Kell, Iain James Marshall, Byron C. Wallace, André Jaun
What Would it Take to get Biomedical QA Systems into Practice? CoRR (2021)
Benjamin E. Nye, Ani Nenkova, Iain James Marshall, Byron C. Wallace
Trialstreamer: Mapping and Browsing Medical Evidence in Real-Time. CoRR (2020)
Iain James Marshall, Benjamin E. Nye, Joël Kuiper, Anna Noel-Storr, Rachel Marshall, Rory Maclean, Frank Soboczenski, Ani Nenkova, James Thomas, Byron C. Wallace
Trialstreamer: A living, automatically updated database of clinical trial reports. J. Am. Medical Informatics Assoc. 27 (12) (2020)
Jay DeYoung, Eric Lehman, Benjamin E. Nye, Iain James Marshall, Byron C. Wallace
Evidence Inference 2.0: More Data, Better Models. BioNLP (2020)
Benjamin E. Nye, Ani Nenkova, Iain James Marshall, Byron C. Wallace
Trialstreamer: Mapping and Browsing Medical Evidence in Real-Time. ACL (demo) (2020)
Jay DeYoung, Eric Lehman, Benjamin E. Nye, Iain James Marshall, Byron C. Wallace
Evidence Inference 2.0: More Data, Better Models. CoRR (2020)
Byron C. Wallace, Sayantan Saha, Frank Soboczenski, Iain James Marshall
Generating (Factual?) Narrative Summaries of RCTs: Experiments with Neural Multi-Document Summarization. CoRR (2020)
Benjamin E. Nye, Jay DeYoung, Eric Lehman, Ani Nenkova, Iain James Marshall, Byron C. Wallace
Understanding Clinical Trial Reports: Extracting Medical Entities and Their Relations. CoRR (2020)
Frank Soboczenski, Thomas A. Trikalinos, Joël Kuiper, Randolph G. Bias, Byron C. Wallace, Iain James Marshall
Machine learning to help researchers evaluate biases in clinical trials: a prospective, randomized user study. BMC Medical Informatics Decis. Mak. 19 (1) (2019)
Sarthak Jain, Edward Banner, Jan-Willem van de Meent, Iain James Marshall, Byron C. Wallace
Learning Disentangled Representations of Texts with Application to Biomedical Abstracts. EMNLP (2018)
Roma Patel, Yinfei Yang, Iain James Marshall, Ani Nenkova, Byron C. Wallace
Syntactic Patterns Improve Information Extraction for Medical Search. CoRR (2018)
Roma Patel, Yinfei Yang, Iain James Marshall, Ani Nenkova, Byron C. Wallace
Syntactic Patterns Improve Information Extraction for Medical Search. NAACL-HLT (2) (2018)
Benjamin E. Nye, Junyi Jessy Li, Roma Patel, Yinfei Yang, Iain James Marshall, Ani Nenkova, Byron C. Wallace
A Corpus with Multi-Level Annotations of Patients, Interventions and Outcomes to Support Language Processing for Medical Literature. CoRR (2018)
Gaurav Singh, James Thomas, Iain James Marshall, John Shawe-Taylor, Byron C. Wallace
Structured Multi-Label Biomedical Text Tagging via Attentive Neural Tree Decoding. CoRR (2018)
Sarthak Jain, Edward Banner, Jan-Willem van de Meent, Iain James Marshall, Byron C. Wallace
Learning Disentangled Representations of Texts with Application to Biomedical Abstracts. CoRR (2018)
Gaurav Singh, James Thomas, Iain James Marshall, John Shawe-Taylor, Byron C. Wallace
Structured Multi-Label Biomedical Text Tagging via Attentive Neural Tree Decoding. EMNLP (2018)
Benjamin E. Nye, Junyi Jessy Li, Roma Patel, Yinfei Yang, Iain James Marshall, Ani Nenkova, Byron C. Wallace
A Corpus with Multi-Level Annotations of Patients, Interventions and Outcomes to Support Language Processing for Medical Literature. ACL (1) (2018)
Byron C. Wallace, Anna Noel-Storr, Iain James Marshall, Aaron M. Cohen, Neil R. Smalheiser, James Thomas
Identifying reports of randomized controlled trials (RCTs) via a hybrid machine learning and crowdsourcing approach. J. Am. Medical Informatics Assoc. 24 (6) (2017)
Iain James Marshall, Joël Kuiper, Edward Banner, Byron C. Wallace
Automating Biomedical Evidence Synthesis: RobotReviewer. ACL (System Demonstrations) (2017)
Gaurav Singh, Iain James Marshall, James Thomas, John Shawe-Taylor, Byron C. Wallace
A Neural Candidate-Selector Architecture for Automatic Structured Clinical Text Annotation. CIKM (2017)
Gaurav Singh, Iain James Marshall, James Thomas, Byron C. Wallace
Identifying Diagnostic Test Accuracy Publications using a Deep Model. CLEF (Working Notes) (2017)
Iain James Marshall, Joël Kuiper, Byron C. Wallace
RobotReviewer: evaluation of a system for automatically assessing bias in clinical trials. J. Am. Medical Informatics Assoc. 23 (1) (2016)
Yalin Sun, Pengxiang Cheng, Shengwei Wang, Hao Lyu, Matthew Lease, Iain James Marshall, Byron C. Wallace
Crowdsourcing Information Extraction for Biomedical Systematic Reviews. CoRR (2016)
Ye Zhang, Iain James Marshall, Byron C. Wallace
Rationale-Augmented Convolutional Neural Networks for Text Classification. EMNLP (2016)
Byron C. Wallace, Joël Kuiper, Aakash Sharma, Mingxi (Brian) Zhu, Iain James Marshall
Extracting PICO Sentences from Clinical Trial Reports using Supervised Distant Supervision. J. Mach. Learn. Res. 17 (2016)
Ye Zhang, Iain James Marshall, Byron C. Wallace
Rationale-Augmented Convolutional Neural Networks for Text Classification. CoRR (2016)
Elisa Ferracane, Iain James Marshall, Byron C. Wallace, Katrin Erk
Leveraging coreference to identify arms in medical abstracts: An experimental study. Louhi@EMNLP (2016)
Iain James Marshall, Joël Kuiper, Byron C. Wallace
Automating Risk of Bias Assessment for Clinical Trials. IEEE J. Biomed. Health Informatics 19 (4) (2015)
Sami Yangui, Iain James Marshall, Jean-Pierre Laisné, Samir Tata
CompatibleOne: The Open Source Cloud Broker. J. Grid Comput. 12 (1) (2014)
Felipe Díaz Sánchez, Sawsan Al Zahr, Maurice Gagnaire, Jean-Pierre Laisné, Iain James Marshall
CompatibleOne: Bringing Cloud as a Commodity. IC2E (2014)
Joël Kuiper, Iain James Marshall, Byron C. Wallace, Morris A. Swertz
Spá: A Web-Based Viewer for Text Mining in Evidence Based Medicine. ECML/PKDD (3) (2014)
Iain James Marshall, Joël Kuiper, Byron C. Wallace
Automating risk of bias assessment for clinical trials. BCB (2014)
Felipe Díaz Sánchez, Maurice Gagnaire, Iain James Marshall, Jean-Pierre Laisné
COSCHED: A Scheduling Agent Maximizing Cloud Broker's Revenues under the CompatibleOne Architecture. TrustCom/ISPA/IUCC (2013)
Marouen Mechtri, Djamal Zeghlache, Elyes Zekri, Iain James Marshall
Inter and intra Cloud Networking Gateway as a service. CloudNet (2013)
Marouen Mechtri, Djamal Zeghlache, Elyes Zekri, Iain James Marshall
Inter-cloud Networking Gateway Architecture. CloudCom (2) (2013)
Bojan Joveski, Mihai Mitrea, Pieter Simoens, Iain James Marshall, Françoise J. Prêteux, Bart Dhoedt
Semantic multimedia remote display for mobile thin clients. Multim. Syst. 19 (5) (2013)
Pieter Simoens, Bojan Joveski, Ludovico Gardenghi, Iain James Marshall, Bert Vankeirsbilck, Mihai Mitrea, Françoise J. Prêteux, Filip De Turck, Bart Dhoedt
Optimized mobile thin clients through a MPEG-4 BiFS semantic remote display framework. Multim. Tools Appl. 61 (2) (2012)
Bojan Joveski, Pieter Simoens, Ludovico Gardenghi, Iain James Marshall, Mihai Mitrea, Bert Vankeirsbilck, Françoise J. Prêteux, B. Dhoed
Towards a multimedia remote viewer for mobile thin clients. Multimedia on Mobile Devices / Multimedia Content Access: Algorithms and Systems (2011)