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  • Danielle McNamara
2019

A Commentary on Construct Validity When Using Operational Virtual Learning Environment Data in Effectiveness Studies

Huggins-Manley, A. C., Beal, C. R., D’Mello, S. K., Leite, W. L., Cetin-Berber, D. D., Kim, D. & McNamara, D. S., Oct 2 2019, In : Journal of Research on Educational Effectiveness. 12, 4, p. 750-759 10 p.

Research output: Contribution to journalArticle

2 Scopus citations

Are you talking to me? Multi-dimensional language analysis of explanations during reading

Allen, L. K., Perret, C., Mills, C. & McNamara, D., Mar 4 2019, Proceedings of the 9th International Conference on Learning Analytics and Knowledge: Learning Analytics to Promote Inclusion and Success, LAK 2019. Association for Computing Machinery, p. 116-120 5 p. (ACM International Conference Proceeding Series).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Automated Scoring of Self-explanations Using Recurrent Neural Networks

Panaite, M., Ruseti, S., Dascalu, M., Balyan, R., McNamara, D. S. & Trausan-Matu, S., Jan 1 2019, Transforming Learning with Meaningful Technologies - 14th European Conference on Technology Enhanced Learning, EC-TEL 2019, Proceedings. Scheffel, M., Broisin, J., Pammer-Schindler, V., Ioannou, A. & Schneider, J. (eds.). Springer Verlag, p. 659-663 5 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11722 LNCS).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Automated summarization evaluation (ASE) using natural language processing tools

Crossley, S. A., Kim, M., Allen, L. & McNamara, D., Jan 1 2019, Artificial Intelligence in Education - 20th International Conference, AIED 2019, Proceedings. Isotani, S., Hastings, P., Ogan, A., McLaren, B., Millán, E. & Luckin, R. (eds.). Springer Verlag, p. 84-95 12 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11625 LNAI).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Checking it twice: Does adding spelling and grammar checkers improve essay quality in an automated writing tutor?

McCarthy, K. S., Roscoe, R., Likens, A. D. & McNamara, D., Jan 1 2019, Artificial Intelligence in Education - 20th International Conference, AIED 2019, Proceedings. Isotani, S., Hastings, P., Ogan, A., McLaren, B., Millán, E. & Luckin, R. (eds.). Springer Verlag, p. 270-282 13 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11625 LNAI).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Scopus citations

Computerized text analysis: Assessment and research potentials for promoting learning

Lee, H. S., McNamara, D., Bracey, Z. B., Wilson, C., Osborne, J., Haudek, K. C., Liu, O. L., Pallant, A., Gerard, L., Linn, M. C. & Sherin, B., Jan 1 2019, A Wide Lens: Combining Embodied, Enactive, Extended, and Embedded Learning in Collaborative Settings - 13th International Conference on Computer Supported Collaborative Learning, CSCL 2019 - Conference Proceedings. Lund, K., Niccolai, G. P., Lavoue, E., Hmelo-Silver, C., Gweon, G. & Baker, M. (eds.). International Society of the Learning Sciences (ISLS), p. 743-750 8 p. (Computer-Supported Collaborative Learning Conference, CSCL; vol. 2).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Literacy: From the perspective of text and discourse theory

McNamara, D. S., Roscoe, R., Allen, L., Balyan, R. & McCarthy, K. S., Jan 1 2019, In : Journal of Language and Education. 5, 3, p. 56-69 14 p.

Research output: Contribution to journalArticle

Open Access

Longitudinal analysis and visualization of participation in online courses powered by cohesion network analysis

Sirbu, M. D., Dascalu, M., Crossley, S. A., McNamara, D. S. & Trausan-Matu, S., Jan 1 2019, A Wide Lens: Combining Embodied, Enactive, Extended, and Embedded Learning in Collaborative Settings - 13th International Conference on Computer Supported Collaborative Learning, CSCL 2019 - Conference Proceedings. Lund, K., Niccolai, G. P., Lavoue, E., Hmelo-Silver, C., Gweon, G. & Baker, M. (eds.). International Society of the Learning Sciences (ISLS), (Computer-Supported Collaborative Learning Conference, CSCL; vol. 2).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Scopus citations

Predicting multi-document comprehension: Cohesion network analysis

Nicula, B., Perret, C. A., Dascalu, M. & McNamara, D., Jan 1 2019, Artificial Intelligence in Education - 20th International Conference, AIED 2019, Proceedings. Isotani, S., Hastings, P., Ogan, A., McLaren, B., Millán, E. & Luckin, R. (eds.). Springer Verlag, p. 358-369 12 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11625 LNAI).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Predicting second language writing proficiency in learner texts using computational tools

Jung, Y. J., Crossley, S. & McNamara, D., Mar 1 2019, In : Journal of Asia TEFL. 16, 1, p. 37-52 16 p.

Research output: Contribution to journalArticle

Reading comprehension and metacognition: The importance of inferential skills

Soto, C., Gutiérrez de Blume, A. P., Jacovina, M., McNamara, D., Benson, N., Riffo, B. & Kruk, R., Jan 1 2019, In : Cogent Education. 6, 1, 1565067.

Research output: Contribution to journalArticle

Open Access
4 Scopus citations

Secure Messaging with Physicians by Proxies for Patients with Diabetes: Findings from the ECLIPPSE Study

Semere, W., Crossley, S., Karter, A. J., Lyles, C. R., Brown, W., Reed, M., McNamara, D. S., Liu, J. Y. & Schillinger, D., Jan 1 2019, (Accepted/In press) In : Journal of General Internal Medicine.

Research output: Contribution to journalArticle

Sentiment in academic texts

Solovyev, V., Solnyshkina, M., Gafiyatova, E., McNamara, D. & Ivanov, V., May 9 2019, Proceedings of the 24th Conference of Open Innovations Association FRUCT, FRUCT 2019. IEEE Computer Society, p. 408-414 7 p. 8711900. (Conference of Open Innovation Association, FRUCT; vol. 2019-April).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Using natural language processing and machine learning to classify health literacy from secure messages: The ECLIPPSE study

Balyan, R., Crossley, S. A., Brown, W., Karter, A. J., McNamara, D., Liu, J. Y., Lyles, C. R. & Schillinger, D., Feb 1 2019, In : PloS one. 14, 2, e0212488.

Research output: Contribution to journalArticle

Open Access
2 Scopus citations
2018

A multi-Dimensional analysis of writing flexibility in an automated writing evaluation system

Allen, L. K., Likens, A. D. & McNamara, D., Mar 7 2018, Proceedings of the 8th International Conference on Learning Analytics and Knowledge: Towards User-Centred Learning Analytics, LAK 2018. Association for Computing Machinery, p. 380-388 9 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Automated writing instruction and feedback: Instructional mode, attitudes, and revising

Roscoe, R. D., Allen, L. K., Johnson, A. C. & McNamara, D. S., Jan 1 2018, 62nd Human Factors and Ergonomics Society Annual Meeting, HFES 2018. Human Factors and Ergonomics Society Inc., p. 2089-2093 5 p. (Proceedings of the Human Factors and Ergonomics Society; vol. 3).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Scopus citations

Bring it on! Challenges encountered while building a comprehensive tutoring system using ReaderBench

Panaite, M., Dascalu, M., Johnson, A., Balyan, R., Dai, J., McNamara, D. & Trausan-Matu, S., Jan 1 2018, Artificial Intelligence in Education - 19th International Conference, AIED 2018, Proceedings. Springer Verlag, p. 409-419 11 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10947 LNAI).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

3 Scopus citations

Comparing machine learning classification approaches for predicting expository text difficulty

Balyan, R., McCarthy, K. S. & McNamara, D. S., Jan 1 2018, Proceedings of the 31st International Florida Artificial Intelligence Research Society Conference, FLAIRS 2018. Rus, V. & Brawner, K. (eds.). AAAI press, p. 421-426 6 p. (Proceedings of the 31st International Florida Artificial Intelligence Research Society Conference, FLAIRS 2018).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2 Scopus citations

Comprehension and Writing Strategy Training Improves Performance on Content-Specific Source-Based Writing Tasks

Weston-Sementelli, J. L., Allen, L. K. & McNamara, D., Mar 1 2018, In : International Journal of Artificial Intelligence in Education. 28, 1, p. 106-137 32 p.

Research output: Contribution to journalArticle

5 Scopus citations

Comprehension in a Scenario-Based Assessment: Domain and Topic-Specific Background Knowledge

McCarthy, K. S., Guerrero, T. A., Kent, K. M., Allen, L. K., McNamara, D., Chao, S. F., Steinberg, J., O’Reilly, T. & Sabatini, J., May 3 2018, (Accepted/In press) In : Discourse Processes. p. 1-15 15 p.

Research output: Contribution to journalArticle

Contrasting Writing Practice Formats in a Writing Strategy Tutoring System

Roscoe, R., Allen, L. K. & McNamara, D., Jan 1 2018, (Accepted/In press) In : Journal of Educational Computing Research.

Research output: Contribution to journalArticle

2 Scopus citations

Exploring online course sociograms using cohesion network analysis

Sirbu, M. D., Dascalu, M., Crossley, S. A., McNamara, D., Barnes, T., Lynch, C. F. & Trausan-Matu, S., Jan 1 2018, Artificial Intelligence in Education - 19th International Conference, AIED 2018, Proceedings. Springer Verlag, p. 337-342 6 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10948 LNAI).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

3 Scopus citations

iSTART-E: Reading comprehension strategy training for Spanish speakers

McCarthy, K. S., Soto, C., Malbrán, C., Fonseca, L., Simian, M. & McNamara, D., Jan 1 2018, Artificial Intelligence in Education - 19th International Conference, AIED 2018, Proceedings. Springer Verlag, p. 215-219 5 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10948 LNAI).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Scopus citations

Learning linkages: Integrating data streams of multiple modalities and timescales

Liu, R., Stamper, J., Davenport, J., Crossley, S., McNamara, D., Nzinga, K. & Sherin, B., Jan 1 2018, (Accepted/In press) In : Journal of Computer Assisted Learning.

Research output: Contribution to journalArticle

2 Scopus citations

Metacognitive Overload! Positive and Negative Effects of Metacognitive Prompts in an Intelligent Tutoring System

McCarthy, K. S., Likens, A. D., Johnson, A., Guerrero, T. A. & McNamara, D., Sep 1 2018, In : International Journal of Artificial Intelligence in Education. 28, 3, p. 420-438 19 p.

Research output: Contribution to journalArticle

4 Scopus citations

Modeling math success using cohesion network analysis

Crossley, S. A., Sirbu, M. D., Dascalu, M., Barnes, T., Lynch, C. F. & McNamara, D., Jan 1 2018, Artificial Intelligence in Education - 19th International Conference, AIED 2018, Proceedings. Springer Verlag, p. 63-67 5 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10948 LNAI).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Scopus citations

NLP: Getting computers to understand discourse

McNamara, D., Allen, L. K., McCarthy, K. S. & Balyan, R., Jan 1 2018, Deep Comprehension: Multi-Disciplinary Approaches to Understanding, Enhancing, and Measuring Comprehension. Taylor and Francis, p. 224-236 13 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

Predicting question quality using recurrent neural networks

Ruseti, S., Dascalu, M., Johnson, A., Balyan, R., Kopp, K. J., McNamara, D., Crossley, S. A. & Trausan-Matu, S., Jan 1 2018, Artificial Intelligence in Education - 19th International Conference, AIED 2018, Proceedings. Springer Verlag, p. 491-502 12 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10947 LNAI).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2 Scopus citations

Recurrence quantification analysis as a method for studying text comprehension dynamics

Likens, A. D., McCarthy, K. S., Allen, L. K. & McNamara, D., Mar 7 2018, Proceedings of the 8th International Conference on Learning Analytics and Knowledge: Towards User-Centred Learning Analytics, LAK 2018. Association for Computing Machinery, p. 111-120 10 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Scoring summaries using recurrent neural networks

Ruseti, S., Dascalu, M., Johnson, A., McNamara, D., Balyan, R., McCarthy, K. S. & Trausan-Matu, S., Jan 1 2018, Intelligent Tutoring Systems - 14th International Conference, ITS 2018, Proceedings. Springer Verlag, p. 191-201 11 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10858 LNCS).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

3 Scopus citations

Towards an Automated Model of Comprehension (AMoC)

Dascalu, M., Paraschiv, I. C., McNamara, D. & Trausan-Matu, S., Jan 1 2018, Lifelong Technology-Enhanced Learning - 13th European Conference on Technology Enhanced Learning, EC-TEL 2018, Proceedings. Elferink, R., Drachsler, H., Pammer-Schindler, V., Perez-Sanagustin, M. & Scheffel, M. (eds.). Springer Verlag, p. 427-436 10 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11082 LNCS).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Scopus citations

Writing flexibility in argumentative essays: a multidimensional analysis

Allen, L. K., Likens, A. D. & McNamara, D., Jan 1 2018, (Accepted/In press) In : Reading and Writing.

Research output: Contribution to journalArticle

1 Scopus citations
2016

{ENTER}ing the time series {SPACE}: Uncovering the writing process through keystroke analyses

Allen, L. K., Jacovina, M. E., Dascalu, M., Roscoe, R. D., Kent, K. M., Likens, A. D. & McNamara, D. S., Jan 1 2016, p. 22-29. 8 p.

Research output: Contribution to conferencePaper

8 Scopus citations

Adaptive educational technologies for literacy instruction

Crossley, S. A. & McNamara, D., Jan 1 2016, Taylor and Francis. 310 p.

Research output: Book/ReportBook

11 Scopus citations

Age of exposure: A model of word learning

Dascalu, M., McNamara, D., Crossley, S. & Trausan-Matu, S., 2016, 30th AAAI Conference on Artificial Intelligence, AAAI 2016. AAAI press, p. 2928-2934 7 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

6 Scopus citations

A paper recommendation system with readerbench: the graphical visualization of semantically related papers and concepts

Paraschiv, I. C., Dascalu, M., Dessus, P., Trausan-Matu, S. & McNamara, D., 2016, In : Lecture Notes in Educational Technology. 9789812878663, p. 445-451 7 p.

Research output: Contribution to journalArticle

6 Scopus citations

Automatic assessment of constructed response data in a chemistry tutor

Crossley, S., Kyle, K., Davenport, J. & McNamara, D. S., Jan 1 2016, p. 336-340. 5 p.

Research output: Contribution to conferencePaper

4 Scopus citations

Combining click-Stream data with NLP tools to better understand MOOC completion

Crossley, S., McNamara, D., Paquette, L., Baker, R. S. & Dascalu, M., Apr 25 2016, LAK 2016 Conference Proceedings, 6th International Learning Analytics and Knowledge Conference - Enhancing Impact: Convergence of Communities for Grounding, Implementation, and Validation. Association for Computing Machinery, Vol. 25-29-April-2016. p. 6-14 9 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

43 Scopus citations

Common core tera: Text ease and readability assessor

Tanner Jackson, G., Allen, L. K. & McNamara, D., Jan 1 2016, Adaptive Educational Technologies for Literacy Instruction. Taylor and Francis, p. 49-68 20 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

Construct validity in TOEFL iBT speaking tasks: Insights from natural language processing

Kyle, K., Crossley, S. A. & McNamara, D., Jul 1 2016, In : Language Testing. 33, 3, p. 319-340 22 p.

Research output: Contribution to journalArticle

7 Scopus citations

Critical perspectives on writing analytics

Shum, S. B., Knight, S., McNamara, D., Allen, L., Bektik, D. & Crossley, S., Apr 25 2016, LAK 2016 Conference Proceedings, 6th International Learning Analytics and Knowledge Conference - Enhancing Impact: Convergence of Communities for Grounding, Implementation, and Validation. Association for Computing Machinery, Vol. 25-29-April-2016. p. 481-483 3 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

10 Scopus citations

Educational data mining: A MOOC experience

Baker, R. S., Wang, Y., Paquette, L., Aleven, V., Popescu, O., Sewall, J., Rosé, C., Tomar, G. S., Ferschke, O., Zhang, J., Cennamo, M. J., Ogden, S., Condit, T., Diaz, J., Crossley, S., McNamara, D., Comer, D. K., Lynch, C. F., Brown, R., Barnes, T. & 1 others, Bergner, Y., Oct 14 2016, Data Mining And Learning Analytics: Applications in Educational Research. Wiley Blackwell, p. 55-66 12 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

Educational technologies and literacy development

Crossley, S. A. & McNamara, D., Jan 1 2016, Adaptive Educational Technologies for Literacy Instruction. Taylor and Francis, p. 1-12 12 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

1 Scopus citations

Finding the needle in a haystack: Who are the most central authors within a domain?

Paraschiv, I. C., Dascalu, M., McNamara, D. & Trausan-Matu, S., 2016, Adaptive and Adaptable Learning - 11th European Conference on Technology Enhanced Learning, EC-TEL 2016, Proceedings. Springer Verlag, Vol. 9891 LNCS. p. 632-635 4 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 9891 LNCS).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Scopus citations

Idea Generation in Student Writing: Computational Assessments and Links to Successful Writing

Crossley, S. A., Muldner, K. & McNamara, D., Jul 1 2016, In : Written Communication. 33, 3, p. 328-354 27 p.

Research output: Contribution to journalArticle

9 Scopus citations

Intelligent tutoring systems for literacy: Existing technologies and continuing challenges

Jacovina, M. E. & McNamara, D., Jan 1 2016, Intelligent Tutoring Systems: Structure, Applications and Challenges. Nova Science Publishers, Inc., p. 153-174 22 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

1 Scopus citations

Investigating boredom and engagement during writing using multiple sources of information: The essay, the writer, and keystrokes

Allen, L. K., Mills, C., Jacovina, M. E., Crossley, S., D'mello, S. & McNamara, D., Apr 25 2016, LAK 2016 Conference Proceedings, 6th International Learning Analytics and Knowledge Conference - Enhancing Impact: Convergence of Communities for Grounding, Implementation, and Validation. Association for Computing Machinery, Vol. 25-29-April-2016. p. 114-123 10 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

11 Scopus citations

iSTART-2: A reading comprehension and strategy instruction tutor

Snow, E. L., Jacovina, M. E., Tanner Jackson, G. & McNamara, D., Jan 1 2016, Adaptive Educational Technologies for Literacy Instruction. Taylor and Francis, p. 104-121 18 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

10 Scopus citations

Lost in Springdale: An interactive narrative for adult literacy learners

Johnson, A., Jacovina, M. E., Jackson, T. G., Tighe, E. L. & McNamara, D., 2016, Intelligent Tutoring Systems - 13th International Conference, ITS 2016, Proceedings. Springer Verlag, Vol. 9684. p. 476-477 2 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 9684).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2 Scopus citations

MOOC learner behaviors by country and culture; An exploratory analysis

Liu, Z., Brown, R., Lynch, C. F., Barnes, T., Baker, R., Bergner, Y. & McNamara, D., Jan 1 2016, p. 127-134. 8 p.

Research output: Contribution to conferencePaper

19 Scopus citations