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Updated: May 13, 2026

Assessment and Communication for People with Disorders of Consciousness
07:37

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Published on: August 1, 2017

Problems in using d' measures to assess subjective awareness.

Ido Amihai1

  • 1Department of Electrical and Computer Engineering, National University of Singapore, Block E4, #05-45 4 Engineering Drive 3, Singapore 117576;

I-Perception
|March 15, 2013
PubMed
Summary

Assessing awareness to primes requires accurate methods. Signal detection methods, like d

Area of Science:

  • Cognitive psychology and neuroscience
  • Psychophysics and perception
  • Signal detection theory

Background:

  • Accurate assessment of awareness to primes is critical for understanding subliminal perception.
  • Traditional prime detection measures may overestimate awareness, potentially misclassifying effects as subliminal.
  • Chance-level detection does not definitively prove lack of awareness due to other factors.

Purpose of the Study:

  • To address limitations in current methods for assessing awareness to primes.
  • To highlight a fundamental issue in using d' calculations within signal detection methods for awareness assessment.
  • To propose improvements for future subliminal perception studies.

Main Methods:

  • Critically examines the application of signal detection theory, specifically d' calculations, in assessing awareness to primes.
Keywords:
awarenessd primesignal detection theorysubliminal perceptionunconscious perception

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  • Analyzes the implications of null findings (d' not significantly different from zero) in the context of statistical sensitivity.
  • Discusses the potential for visible trials to influence results even when d' is at chance level.
  • Main Results:

    • The study identifies a fundamental issue with d' calculations in signal detection methods for assessing awareness.
    • Null findings (d' not significantly different from zero) may not accurately reflect true lack of awareness.
    • Small subliminal effects could be artifacts of visible trials, even with chance-level d'.

    Conclusions:

    • Current methods using d' may overestimate awareness to primes, leading to misinterpretation of subliminal perception.
    • Additional measures, such as bootstrapping, should complement d' to ensure the reliability of findings.
    • Future research should incorporate robust statistical techniques to accurately assess awareness and avoid misclassifying effects.