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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

4 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., 2019, Artificial Intelligence in Education - 20th International Conference, AIED 2019, Proceedings. Isotani, S., Millán, E., Ogan, A., McLaren, B., Hastings, P. & 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

2 Scopus citations

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

Learning linkages: Integrating data streams of multiple modalities and timescales

Liu, R., Stamper, J., Davenport, J., Crossley, S., McNamara, D., Nzinga, K. & Sherin, B., Feb 1 2019, In : Journal of Computer Assisted Learning. 35, 1, p. 99-109 11 p.

Research output: Contribution to journalArticle

4 Scopus citations

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

3 Scopus citations

Predicting multi-document comprehension: Cohesion network analysis

Nicula, B., Perret, C. A., Dascalu, M. & McNamara, D. S., Jan 1 2019, Artificial Intelligence in Education - 20th International Conference, AIED 2019, Proceedings. Isotani, S., Millán, E., Ogan, A., McLaren, B., Hastings, P. & 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

2 Scopus citations

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

2 Scopus citations

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
10 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., Nov 1 2019, In : Journal of General Internal Medicine. 34, 11, p. 2490-2496 7 p.

Research output: Contribution to journalArticle

1 Scopus citations

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

1 Scopus citations

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 2019, In : PloS one. 14, 2, e0212488.

Research output: Contribution to journalArticle

Open Access
2 Scopus citations

Writing flexibility in argumentative essays: a multidimensional analysis

Allen, L. K., Likens, A. D. & McNamara, D., Jun 15 2019, In : Reading and Writing. 32, 6, p. 1607-1634 28 p.

Research output: Contribution to journalArticle

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. (ACM International Conference Proceeding Series).

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

4 Scopus citations

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

Roscoe, R. D., Allen, L. K., Johnson, A. C. & McNamara, D. S., 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

2 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. Mavrikis, M., Penstein Rosé, C., McLaren, B., Hoppe, H. U., Luckin, R., Porayska-Pomsta, K., du Boulay, B. & Martinez-Maldonado, R. (eds.). 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

4 Scopus citations

Cohesion network analysis of CSCL participation

Dascalu, M., McNamara, D., Trausan-Matu, S. & Allen, L. K., Apr 1 2018, In : Behavior Research Methods. 50, 2, p. 604-619 16 p.

Research output: Contribution to journalArticle

16 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. Brawner, K. & Rus, V. (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

4 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., Aug 18 2018, In : Discourse Processes. 55, 5-6, p. 510-524 15 p.

Research output: Contribution to journalArticle

1 Scopus citations

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

4 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

4 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

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

7 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

1 Scopus citations

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., 2018, Artificial Intelligence in Education - 19th International Conference, AIED 2018, Proceedings. Mavrikis, M., Penstein Rosé, C., McLaren, B., Hoppe, H. U., Luckin, R., Porayska-Pomsta, K., du Boulay, B. & Martinez-Maldonado, R. (eds.). 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

3 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. (ACM International Conference Proceeding Series).

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

1 Scopus citations

Scaffolding deep comprehension strategies through point&query, autotutor, and istart

Graesser, A. C., McNamara, D. S. & VanLehn, K., Jan 1 2018, Computers as Metacognitive Tools for Enhancing Learning: A Special Issue of Educational Psychologist. Taylor and Francis, Vol. 40. p. 226-234 9 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

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

5 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
2017

Adaptive reading and writing instruction in iSTART and W-Pal

Johnson, A., McCarthy, K. S., Kopp, K. J., Perret, C. A. & McNamara, D., 2017, FLAIRS 2017 - Proceedings of the 30th International Florida Artificial Intelligence Research Society Conference. AAAI Press, p. 561-566 6 p.

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

3 Scopus citations

Assessing question quality using NLP

Kopp, K. J., Johnson, A., Crossley, S. A. & McNamara, D., 2017, Artificial Intelligence in Education - 18th International Conference, AIED 2017, Proceedings. Springer Verlag, Vol. 10331 LNAI. p. 523-527 5 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10331 LNAI).

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

2 Scopus citations

Automatically identifying humorous and persuasive language produced during a creative problem-solving task

Skalicky, S., Crossley, S. A., McNamara, D. & Muldner, K., 2017, FLAIRS 2017 - Proceedings of the 30th International Florida Artificial Intelligence Research Society Conference. AAAI Press, p. 282-287 6 p.

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

Bridging Skill and Task-Oriented Reading

Higgs, K., Magliano, J. P., Vidal-Abarca, E., Martínez, T. & McNamara, D., Jan 2 2017, In : Discourse Processes. 54, 1, p. 19-39 21 p.

Research output: Contribution to journalArticle

5 Scopus citations

Cognition in education

McCrudden, M. T. & McNamara, D., Jul 28 2017, Taylor and Francis. 130 p.

Research output: Book/ReportBook

4 Scopus citations

Combining machine learning and natural language processing to assess literary text comprehension

Balyan, R., McCarthy, K. S. & McNamara, D. S., Jan 1 2017, p. 244-249. 6 p.

Research output: Contribution to conferencePaper

4 Scopus citations

Development of an interactive narrative for adult literacy learners

Johnson, A., Tighe, E. L., Jacovina, M. E., Jackson, G. T. & McNamara, D., Jun 16 2017, End-User Considerations in Educational Technology Design. IGI Global, p. 238-262 25 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

How important is size? An investigation of corpus size and meaning in both Latent Semantic Analysis and Latent Dirichlet Allocation

Crossley, S. A., Dascalu, M. & McNamara, D., 2017, FLAIRS 2017 - Proceedings of the 30th International Florida Artificial Intelligence Research Society Conference. AAAI Press, p. 293-296 4 p.

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

5 Scopus citations

Identifying Creativity During Problem Solving Using Linguistic Features

Skalicky, S., Crossley, S. A., McNamara, D. & Muldner, K., Oct 2 2017, In : Creativity Research Journal. 29, 4, p. 343-353 11 p.

Research output: Contribution to journalArticle

5 Scopus citations

iSTART-ALL: Confronting adult low literacy with intelligent tutoring for reading comprehension

Johnson, A., Guerrero, T. A., Tighe, E. L. & McNamara, D., 2017, Artificial Intelligence in Education - 18th International Conference, AIED 2017, Proceedings. Springer Verlag, Vol. 10331 LNAI. p. 125-136 12 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10331 LNAI).

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

4 Scopus citations

iSTART therefore I understand: But metacognitive supports did not enhance comprehension gains

McCarthy, K. S., Jacovina, M. E., Snow, E. L., Guerrero, T. A. & McNamara, D., 2017, Artificial Intelligence in Education - 18th International Conference, AIED 2017, Proceedings. Springer Verlag, Vol. 10331 LNAI. p. 201-211 11 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10331 LNAI).

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

1 Scopus citations

Linking language to math success in an on-line course

Crossley, S., Barnes, T., Lynch, C. & McNamara, D. S., Jan 1 2017, p. 180-185. 6 p.

Research output: Contribution to conferencePaper

6 Scopus citations

Metacognitive prompt overdose: Positive and negative effects of prompts in iSTART

McCarthy, K. S., Johnson, A., Likens, A. D., Martin, Z. & McNamara, D. S., Jan 1 2017, p. 404-405. 2 p.

Research output: Contribution to conferencePaper

1 Scopus citations

Predicting math performance using natural language processing tools

Crossley, S., Liu, R. & McNamara, D., Mar 13 2017, LAK 2017 Conference Proceedings - 7th International Learning Analytics and Knowledge Conference: Understanding, Informing and Improving Learning with Data. Association for Computing Machinery, p. 339-347 9 p. (ACM International Conference Proceeding Series).

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

9 Scopus citations

Predicting success in massive open online courses (Moocs) using cohesion network analysis

Crossley, S. A., Dascalu, M., McNamara, D. S., Baker, R. & Trausan-Matu, S., Jan 1 2017, Making a Difference: Prioritizing Equity and Access in CSCL - 12th International Conference on Computer Supported Collaborative Learning, CSCL 2017 - Conference Proceedings. Smith, B. K., Borge, M., Mercier, E. & Lim, K. Y. (eds.). International Society of the Learning Sciences (ISLS), p. 103-110 8 p. (Computer-Supported Collaborative Learning Conference, CSCL; vol. 1).

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

11 Scopus citations

Predicting Text Comprehension, Processing, and Familiarity in Adult Readers: New Approaches to Readability Formulas

Crossley, S. A., Skalicky, S., Dascalu, M., McNamara, D. & Kyle, K., Mar 19 2017, (Accepted/In press) In : Discourse Processes. p. 1-20 20 p.

Research output: Contribution to journalArticle

34 Scopus citations