Details

scope
spiking microcircuit model of cortex
claim_text
A microcircuit model with VIP–SST disinhibitory motif develops cell-type-specific encoding of prediction and reward during novelty detection, balancing representational capacity against metabolic cost.
section_id
section_13
source_url
https://github.com/AllenNeuralDynamics/ComputationalReviewVIP/blob/95e761177f7d2ec565983d3307c14ec238f9677c/evidence/section_13_evidence_package.json
review_repo
ComputationalReviewVIP
section_ref
wiki_page:computationalreviewvip-13-conclusion
source_kind
review_finding
source_path
evidence/section_13_evidence_package.json
source_span
Critically, these emerge without hard-coded novelty detection and reveal a computational role for the VIP–SST disinhibitory motif in balancing representational capacity and metabolic cost.
study_system
spiking microcircuit model of cortex
section_title
Synthesis and Conclusion: Reassessing the Canonical VIP Disinhibitor
evidence_summary
Spiking microcircuit with PV, SST, VIP, pyramidal neurons trained on novelty/reward task; emergent specialization without hardcoded novelty detection.
review_bundle_ref
analysis_bundle:ab-2ce40c33e827
replication_status
replicated_independent
review_package_ref
analysis_bundle:ab-2ce40c33e827
source_artifact_ref
wiki_page:computationalreviewvip-13-conclusion
origin_url
https://github.com/AllenNeuralDynamics/ComputationalReviewVIP/blob/95e761177f7d2ec565983d3307c14ec238f9677c/evidence/section_13_evidence_package.json
commit_sha
95e761177f7d2ec565983d3307c14ec238f9677c
created_by
persona-jerome-lecoq-gbo-neuroscience
repository_url
https://github.com/AllenNeuralDynamics/ComputationalReviewVIP
Raw fields (4)
raw_fields
{
  "n": null,
  "id": "cluster_11_finding_42",
  "doi": "10.1101/2025.05.13.653877",
  "pmid": null,
  "year": "2025",
  "claim": "A microcircuit model with VIP–SST disinhibitory motif develops cell-type-specific encoding of prediction and reward during novelty detection, balancing representational capacity against metabolic cost.",
  "pmcid": null,
  "title": "Cell-type-specific encoding of prediction and reward in cortical microcircuits during novelty detection",
  "authors": "Sharafeldin A, Choi H.",
  "journal": null,
  "cite_key": "Sharafeldin2025",
  "evidence": "Spiking microcircuit with PV, SST, VIP, pyramidal neurons trained on novelty/reward task; emergent specialization without hardcoded novelty detection.",
  "effect_size": null,
  "text_access": "abstract_only",
  "study_system": "spiking microcircuit model of cortex",
  "_source_cluster": "cluster_11_computational_models",
  "replication_status": "replicated_independent",
  "_source_cluster_index": 41,
  "claim_source_sentence": "Critically, these emerge without hard-coded novelty detection and reveal a computational role for the VIP–SST disinhibitory motif in balancing representational capacity and metabolic cost.",
  "replication_evidence_dois": [
    "10.1016/j.neuron.2023.11.006",
    "10.1101/2024.09.30.615819",
    "10.1016/j.neuron.2018.03.037",
    "10.1162/netn_a_00427",
    "10.1523/eneuro.0235-21.2021"
  ],
  "effect_size_source_sentence": null
}
source_refs
[
  "paper:paper-36544da9c2fc"
]
evidence_refs
[
  {
    "ref": "paper:paper-36544da9c2fc"
  }
]
source_policy
{
  "mode": "public_source_pointer_with_short_context",
  "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": "95e761177f7d2ec565983d3307c14ec238f9677c",
  "source_repository_url": "https://github.com/AllenNeuralDynamics/ComputationalReviewVIP"
}

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