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Decision criterion dynamics in animals performing an auditory detection task
Robert W Mill1, Ana Alves-Pinto1, Christian J Sumner1
1MRC Institute of Hearing Research, Nottingham, United Kingdom.
Ferrets adjust their decision bias based on auditory signal difficulty, showing both short-term and long-term adaptations. This bias dynamically tracks changing stimulus levels through a consistent update policy.
Area of Science:
- Neuroscience
- Cognitive Science
- Animal Behavior
Background:
- Classical signal detection theory posits bias arises from a fixed threshold criterion.
- Optimal criterion setting is challenged by time-varying signal levels and subject naivety.
- Subjects must adapt thresholds based on feedback to optimize performance.
Purpose of the Study:
- To investigate how decision bias in ferrets tracks changing auditory stimulus levels.
- To explore the time scales of criterion dynamics in a signal detection task.
- To model the underlying policy governing bias adjustments.
Main Methods:
- Conducted a yes-no auditory signal-in-noise detection task with ferrets.
- Grouped trials into blocks with alternating easy and hard-to-detect signals.
- Applied a computational model to analyze criterion dynamics and bias changes.
Main Results:
- Ferrets exhibited both short-term (trial-to-trial) and long-term (block-level) criterion dynamics.
- Bias shifted towards 'yes' for harder trials and away from 'yes' for easier trials.
- A single criterion update policy, incorporating trial outcomes and decay to a resting value, explained both dynamics.
Conclusions:
- Decision bias dynamically adapts to changing stimulus statistics via a unified update policy.
- Block-level bias stabilization emerges from the interplay of trial outcomes and shifts.
- The framework offers insights into decision dynamics across species and psychological domains.
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