Details
- scope
- multi-compartment cortical neuron models, circuit model of Rett syndrome
- claim_text
- ANN-based surrogate models of detailed multi-compartment cortical neurons provide orders-of-magnitude speedup while preserving accuracy of subthreshold and spiking behavior
- section_id
- section_12_evidence_package
- source_url
- https://github.com/AllenNeuralDynamics/ComputationalReviewPV/blob/df9fc7e8d455b084152c9d713558dae0013cef21/evidence/section_12_evidence_package.json
- review_repo
- ComputationalReviewPV
- section_ref
- wiki_page:computationalreviewpv-12
- source_kind
- review_finding
- source_path
- evidence/section_12_evidence_package.json
- source_span
- When scaled, processing times were orders of magnitude faster compared with traditional approaches, allowing for rapid parameter-space mapping in a circuit model of Rett syndrome.
- study_system
- multi-compartment cortical neuron models, circuit model of Rett syndrome
- section_title
- Computational Models of PV Circuit Function
- evidence_summary
- Training ANNs to replicate multicompartmental neuron activity; validated on circuit models
- review_bundle_ref
- analysis_bundle:ab-e6261c8263e7
- replication_status
- replication_unknown
- review_package_ref
- analysis_bundle:ab-e6261c8263e7
- source_artifact_ref
- wiki_page:computationalreviewpv-12
- origin_url
- https://github.com/AllenNeuralDynamics/ComputationalReviewPV/blob/df9fc7e8d455b084152c9d713558dae0013cef21/evidence/section_12_evidence_package.json
- commit_sha
- df9fc7e8d455b084152c9d713558dae0013cef21
- created_by
- persona-jerome-lecoq-gbo-neuroscience
- repository_url
- https://github.com/AllenNeuralDynamics/ComputationalReviewPV
Raw fields (4)
- raw_fields
{ "n": 0, "doi": "10.7554/elife.79535", "claim": "ANN-based surrogate models of detailed multi-compartment cortical neurons provide orders-of-magnitude speedup while preserving accuracy of subthreshold and spiking behavior", "evidence": "Training ANNs to replicate multicompartmental neuron activity; validated on circuit models", "effect_size": null, "text_access": "fulltext", "study_system": "multi-compartment cortical neuron models, circuit model of Rett syndrome", "replication_status": "replication_unknown", "claim_source_sentence": "When scaled, processing times were orders of magnitude faster compared with traditional approaches, allowing for rapid parameter-space mapping in a circuit model of Rett syndrome.", "replication_evidence_dois": [], "effect_size_source_sentence": null }- source_refs
[ "paper:paper-a27630e76cca" ]
- evidence_refs
[ { "ref": "paper:paper-a27630e76cca" } ]- 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": "df9fc7e8d455b084152c9d713558dae0013cef21", "source_repository_url": "https://github.com/AllenNeuralDynamics/ComputationalReviewPV" }