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" }