Literature DB >> 17213494

Evaluation of an intelligent tutoring system in pathology: effects of external representation on performance gains, metacognition, and acceptance.

Rebecca S Crowley1, Elizabeth Legowski, Olga Medvedeva, Eugene Tseytlin, Ellen Roh, Drazen Jukic.   

Abstract

OBJECTIVE: Determine effects of computer-based tutoring on diagnostic performance gains, meta-cognition, and acceptance using two different problem representations. Describe impact of tutoring on spectrum of diagnostic skills required for task performance. Identify key features of student-tutor interaction contributing to learning gains.
DESIGN: Prospective, between-subjects study, controlled for participant level of training. Resident physicians in two academic pathology programs spent four hours using one of two interfaces which differed mainly in external problem representation. The case-focused representation provided an open-learning environment in which students were free to explore evidence-hypothesis relationships within a case, but could not visualize the entire diagnostic space. The knowledge-focused representation provided an interactive representation of the entire diagnostic space, which more tightly constrained student actions. MEASUREMENTS: Metrics included results of pretest, post-test and retention-test for multiple choice and case diagnosis tests, ratios of performance to student reported certainty, results of participant survey, learning curves, and interaction behaviors during tutoring.
RESULTS: Students had highly significant learning gains after one tutoring session. Learning was retained at one week. There were no differences between the two interfaces in learning gains on post-test or retention test. Only students in the knowledge-focused interface exhibited significant metacognitive gains from pretest to post-test and pretest to retention test. Students rated the knowledge-focused interface significantly higher than the case-focused interface.
CONCLUSIONS: Cognitive tutoring is associated with improved diagnostic performance in a complex medical domain. The effect is retained at one-week post-training. Knowledge-focused external problem representation shows an advantage over case-focused representation for metacognitive effects and user acceptance.

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Year:  2007        PMID: 17213494      PMCID: PMC2213473          DOI: 10.1197/jamia.M2241

Source DB:  PubMed          Journal:  J Am Med Inform Assoc        ISSN: 1067-5027            Impact factor:   4.497


  15 in total

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2.  Diagnostic reasoning strategies and diagnostic success.

Authors:  S Coderre; H Mandin; P H Harasym; G H Fick
Journal:  Med Educ       Date:  2003-08       Impact factor: 6.251

3.  A cognitive perspective on medical expertise: theory and implication.

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Review 5.  An intelligent tutoring system that generates a natural language dialogue using dynamic multi-level planning.

Authors:  Chong Woo Woo; Martha W Evens; Reva Freedman; Michael Glass; Leem Seop Shim; Yuemei Zhang; Yujian Zhou; Joel Michael
Journal:  Artif Intell Med       Date:  2005-12-13       Impact factor: 5.326

Review 6.  Implementing tutoring strategies into a patient simulator for clinical reasoning learning.

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Journal:  Artif Intell Med       Date:  2006-05-02       Impact factor: 5.326

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Authors:  Rebecca S Crowley; Olga Medvedeva
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Review 8.  Development and initial validation of an instrument to measure physicians' use of, knowledge about, and attitudes toward computers.

Authors:  R D Cork; W M Detmer; C P Friedman
Journal:  J Am Med Inform Assoc       Date:  1998 Mar-Apr       Impact factor: 4.497

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10.  The clinical reasoning process.

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  10 in total

1.  A natural language intelligent tutoring system for training pathologists: implementation and evaluation.

Authors:  Gilan M El Saadawi; Eugene Tseytlin; Elizabeth Legowski; Drazen Jukic; Melissa Castine; Jeffrey Fine; Robert Gormley; Rebecca S Crowley
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4.  Factors affecting feeling-of-knowing in a medical intelligent tutoring system: the role of immediate feedback as a metacognitive scaffold.

Authors:  Gilan M El Saadawi; Roger Azevedo; Melissa Castine; Velma Payne; Olga Medvedeva; Eugene Tseytlin; Elizabeth Legowski; Drazen Jukic; Rebecca S Crowley
Journal:  Adv Health Sci Educ Theory Pract       Date:  2009-05-12       Impact factor: 3.853

5.  METACOGNITIVE SCAFFOLDS IMPROVE SELF-JUDGMENTS OF ACCURACY IN A MEDICAL INTELLIGENT TUTORING SYSTEM.

Authors:  Reza Feyzi-Behnagh; Roger Azevedo; Elizabeth Legowski; Kayse Reitmeyer; Eugene Tseytlin; Rebecca S Crowley
Journal:  Instr Sci       Date:  2014-03

6.  Automated detection of heuristics and biases among pathologists in a computer-based system.

Authors:  Rebecca S Crowley; Elizabeth Legowski; Olga Medvedeva; Kayse Reitmeyer; Eugene Tseytlin; Melissa Castine; Drazen Jukic; Claudia Mello-Thoms
Journal:  Adv Health Sci Educ Theory Pract       Date:  2012-05-23       Impact factor: 3.853

7.  OpenSlide: A vendor-neutral software foundation for digital pathology.

Authors:  Adam Goode; Benjamin Gilbert; Jan Harkes; Drazen Jukic; Mahadev Satyanarayanan
Journal:  J Pathol Inform       Date:  2013-09-27

8.  Efficacy of adaptive e-learning for health professionals and students: a systematic review and meta-analysis.

Authors:  Guillaume Fontaine; Sylvie Cossette; Marc-André Maheu-Cadotte; Tanya Mailhot; Marie-France Deschênes; Gabrielle Mathieu-Dupuis; José Côté; Marie-Pierre Gagnon; Veronique Dubé
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9.  Whole slide imaging for educational purposes.

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Journal:  J Pathol Inform       Date:  2012-12-20

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  10 in total

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