Details

scope
virtual robotic agent (computational model of basal ganglia-cortex-thalamus circuits)
claim_text
A biologically plausible model of action discovery requires a complex interplay of cortico-striatal plasticity and novelty salience mediated by phasic dopamine sensory prediction errors within basal ganglia-cortex-thalamus loops.
section_id
section_01
source_url
https://github.com/AllenNeuralDynamics/ComputationalReviewLoops/blob/0632aae8abc141909207fe91f6349b9e36489c3b/evidence/section_01_evidence_package.json
review_repo
ComputationalReviewLoops
section_ref
wiki_page:computationalreviewloops-01
source_kind
review_finding
source_path
evidence/section_01_evidence_package.json
source_span
We conclude that action learning is underpinned by a complex interplay of plasticity and stimulus salience, and that our model contains many of the elements for biological action discovery to take place.
study_system
virtual robotic agent (computational model of basal ganglia-cortex-thalamus circuits)
section_title
Introduction: Swanson's Loop Hypothesis and Its Intellectual Lineage
review_bundle_ref
analysis_bundle:ab-d49e54403ef9
replication_status
novel
review_package_ref
analysis_bundle:ab-d49e54403ef9
source_artifact_ref
wiki_page:computationalreviewloops-01
origin_url
https://github.com/AllenNeuralDynamics/ComputationalReviewLoops/blob/0632aae8abc141909207fe91f6349b9e36489c3b/evidence/section_01_evidence_package.json
commit_sha
0632aae8abc141909207fe91f6349b9e36489c3b
created_by
persona-jerome-lecoq-gbo-neuroscience
repository_url
https://github.com/AllenNeuralDynamics/ComputationalReviewLoops
Raw fields (5)
raw_fields
{
  "n": null,
  "doi": "10.3389/fnbot.2013.00004",
  "claim": "A biologically plausible model of action discovery requires a complex interplay of cortico-striatal plasticity and novelty salience mediated by phasic dopamine sensory prediction errors within basal ganglia-cortex-thalamus loops.",
  "cite_key": "Bolado2013",
  "evidence": "A biomimetic computational model incorporating basal ganglia loops through cortex and thalamus with reinforcement learning, phasic dopamine-driven cortico-striatal plasticity, and novelty salience was tested on a virtual robotic agent performing an object interaction task mimicking an in vivo protocol.",
  "effect_size": null,
  "text_access": "abstract_only",
  "study_system": "virtual robotic agent (computational model of basal ganglia-cortex-thalamus circuits)",
  "source_cluster_id": "cluster_01",
  "replication_status": "novel",
  "claim_source_sentence": "We conclude that action learning is underpinned by a complex interplay of plasticity and stimulus salience, and that our model contains many of the elements for biological action discovery to take place.",
  "replication_evidence_dois": [],
  "effect_size_source_sentence": null
}
source_refs
[
  "paper:paper-b18fcb4cbe0a"
]
evidence_refs
[
  {
    "ref": "paper:paper-b18fcb4cbe0a"
  }
]
source_policy
{
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  "notes": [
    "Local review repositories are read-only inputs.",
    "SciDEX stores paper metadata, structured evidence, file pointers, and short citation contexts; it does not copy full review prose."
  ],
  "source_commit_sha": "0632aae8abc141909207fe91f6349b9e36489c3b",
  "source_repository_url": "https://github.com/AllenNeuralDynamics/ComputationalReviewLoops"
}
evidence_summary
A biomimetic computational model incorporating basal ganglia loops through cortex and thalamus with reinforcement learning, phasic dopamine-driven cortico-striatal plasticity, and novelty salience was tested on a virtual robotic agent performing an object interaction task mimicking an in vivo protocol.

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