Factors Affecting Visual Inference in Single-Case Designs

@article{Ximenes2009FactorsAV,
  title={Factors Affecting Visual Inference in Single-Case Designs},
  author={Ver{\^o}nica Morais Ximenes and Rumen Manolov and Antonio Solanas and Vicenç Quera},
  journal={The Spanish journal of psychology},
  year={2009},
  volume={12},
  pages={823 - 832}
}
Visual inspection remains the most frequently applied method for detecting treatment effects in single-case designs. The advantages and limitations of visual inference are here discussed in relation to other procedures for assessing intervention effectiveness. The first part of the paper reviews previous research on visual analysis, paying special attention to the validation of visual analysts' decisions, inter-judge agreement, and false alarm and omission rates. The most relevant factors… 

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References

SHOWING 1-10 OF 67 REFERENCES
Reflections on Visual Inspection, Response Guided Experimentation, and Type I Error Rate in Single-Case Designs.
TLDR
It is argued that when visual inspection is combined with response guided experimentation, Type I error rates could easily be as high as 25%.
Visual Inspection and Statistical Analysis in Single-Case Designs
TLDR
The study randomly selected 44 graphs from recent issues of the Journal of Applied Behavior Analysis and found moderate agreement of visual significance among a panel of five judges, and recommended that future single-case research jointly utilize visual and statistical procedures when determining significance.
Visual aids and structured criteria for improving visual inspection and interpretation of single-case designs.
TLDR
This study increased the accuracy of visual inspection methods for A-B designs through two refinements of the split-middle method called the dual-criteria (DC) and conservative dual-Criteria (CDC) methods and showed how the training procedures could be modified into a format that would facilitate rapid training of large groups of individuals to interpret single-case designs.
Visual analysis of single-case time series: Effects of variability, serial dependence, and magnitude of intervention effects.
TLDR
To measure false alarm and miss rates while varying serial dependence, amount of random variability, and effect size, 37 students undertaking a postgraduate course in single-case design and analysis were required to assess the presence of an intervention effect in each of AB charts constructed using a first-order autoregressive model.
The Relationship Between Visual Analysis and Five Statistical Analyses in a Simple AB Single-Case Research Design
This study explored some practical issues for single-case researchers who rely on visual analysis of graphed data, but who also may consider supplemental use of promising statistical analysis
Empirical investigation of visual-inspection versus trend-line analysis of single-subject data.
TLDR
The group using the trend line to analyze graphed data exhibited more confidence in the decisions they made and also demonstrated greater within-group consistency as compared with the group using visual inspection.
Reliability and accuracy of visually analyzing graphed data from single-subject designs.
  • K. Ottenbacher
  • Psychology
    The American journal of occupational therapy : official publication of the American Occupational Therapy Association
  • 1986
TLDR
The results revealed that considerable disagreement existed in making visual judgments based on the five graphs, suggesting inconsistency in the ability to make accurate visual judgments of single-subject data.
The Effect of Serial Dependence on Visual Judgment of Single-Case Charts: An Addendum
This study reanalyzed data presented in a previous investigation (Ottenbacher, 1986a) that explored the relationship between graphic characteristics and visual judgments in single-case charts.
Evaluating data from behavioral analysis: visual inspection or statistical models?
  • G. Fisch
  • Psychology
    Behavioural Processes
  • 2001
Visual inspection of single-subject data: an empirical analysis.
TLDR
The ability of therapists and educators to reliably analyze data from single-subject designs using visual inspection of graphed data was investigated and the argument made that additional information is needed on the process of visual inspection to ensure reliable interpretation of single- subject data.
...
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