Literature DB >> 24532850

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

Reza Feyzi-Behnagh1, Roger Azevedo1, Elizabeth Legowski2, Kayse Reitmeyer2, Eugene Tseytlin2, Rebecca S Crowley3.   

Abstract

In this study, we examined the effect of two metacognitive scaffolds on the accuracy of confidence judgments made while diagnosing dermatopathology slides in SlideTutor. Thirty-one (N = 31) first- to fourth-year pathology and dermatology residents were randomly assigned to one of the two scaffolding conditions. The cases used in this study were selected from the domain of Nodular and Diffuse Dermatitides. Both groups worked with a version of SlideTutor that provided immediate feedback on their actions for two hours before proceeding to solve cases in either the Considering Alternatives or Playback condition. No immediate feedback was provided on actions performed by participants in the scaffolding mode. Measurements included learning gains (pre-test and post-test), as well as metacognitive performance, including Goodman-Kruskal Gamma correlation, bias, and discrimination. Results showed that participants in both conditions improved significantly in terms of their diagnostic scores from pre-test to post-test. More importantly, participants in the Considering Alternatives condition outperformed those in the Playback condition in the accuracy of their confidence judgments and the discrimination of the correctness of their assertions while solving cases. The results suggested that presenting participants with their diagnostic decision paths and highlighting correct and incorrect paths helps them to become more metacognitively accurate in their confidence judgments.

Entities:  

Keywords:  Cognitive debiasing; Computer based education; Diagnostic errors; Diagnostic reasoning; Intelligent tutoring systems; Metacognition; Metacognitive judgments; Pathology

Year:  2014        PMID: 24532850      PMCID: PMC3923630          DOI: 10.1007/s11251-013-9275-4

Source DB:  PubMed          Journal:  Instr Sci        ISSN: 0020-4277


  20 in total

1.  Structured computer-based training in the interpretation of neuroradiological images.

Authors:  M Sharples; N P Jeffery; B du Boulay; B A Teather; D Teather; G H du Boulay
Journal:  Int J Med Inform       Date:  2000-12       Impact factor: 4.046

2.  Individual differences in metacognition: evidence against a general metacognitive ability.

Authors:  W L Kelemen; P J Frost; C A Weaver
Journal:  Mem Cognit       Date:  2000-01

3.  Do physicians know when their diagnoses are correct? Implications for decision support and error reduction.

Authors:  Charles P Friedman; Guido G Gatti; Timothy M Franz; Gwendolyn C Murphy; Fredric M Wolf; Paul S Heckerling; Paul L Fine; Thomas M Miller; Arthur S Elstein
Journal:  J Gen Intern Med       Date:  2005-04       Impact factor: 5.128

Review 4.  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

5.  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
Journal:  Adv Health Sci Educ Theory Pract       Date:  2007-10-13       Impact factor: 3.853

Review 6.  Overconfidence as a cause of diagnostic error in medicine.

Authors:  Eta S Berner; Mark L Graber
Journal:  Am J Med       Date:  2008-05       Impact factor: 4.965

7.  Overconfidence in clinical decision making.

Authors:  Pat Croskerry; Geoff Norman
Journal:  Am J Med       Date:  2008-05       Impact factor: 4.965

8.  Medicolegal aspects of error in pathology.

Authors:  David B Troxel
Journal:  Arch Pathol Lab Med       Date:  2006-05       Impact factor: 5.534

9.  Premature conclusions in diagnostic reasoning.

Authors:  A E Voytovich; R M Rippey; A Suffredini
Journal:  J Med Educ       Date:  1985-04

10.  Why doctors don't disclose uncertainty.

Authors:  J Katz
Journal:  Hastings Cent Rep       Date:  1984-02       Impact factor: 2.683

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  4 in total

1.  A Bayesian Network Meta-Analysis to Synthesize the Influence of Contexts of Scaffolding Use on Cognitive Outcomes in STEM Education.

Authors:  Brian R Belland; Andrew E Walker; Nam Ju Kim
Journal:  Rev Educ Res       Date:  2017-08-21

2.  Guided Reflection Interventions Show No Effect on Diagnostic Accuracy in Medical Students.

Authors:  Kathryn Ann Lambe; David Hevey; Brendan D Kelly
Journal:  Front Psychol       Date:  2018-11-23

3.  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
Journal:  BMJ Open       Date:  2019-08-28       Impact factor: 2.692

Review 4.  The Search as Learning Spaceship: Toward a Comprehensive Model of Psychological and Technological Facets of Search as Learning.

Authors:  Johannes von Hoyer; Anett Hoppe; Yvonne Kammerer; Christian Otto; Georg Pardi; Markus Rokicki; Ran Yu; Stefan Dietze; Ralph Ewerth; Peter Holtz
Journal:  Front Psychol       Date:  2022-03-15
  4 in total

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