Square-root PSD area reduced row prediction error for 155 stored ferret spine simulations
We tested two size-to-voltage mappings in a public export for 155 spines from five ferret visual cortex cells. The voltage values are stored simulation outputs, not measured somatic responses. We compared linear area and square-root area models with an intercept in 100 repeated five-fold row splits. The square-root model reduced root mean squared error from 0.1923 to 0.1496 mV, or 22.2%. It had lower error in every split and after the largest 10% of areas were removed. Added neck length and its interaction with square-root area gave 0.1530 mV error. The associated example code sets AMPA conductance in proportion to square-root area. The result is thus a useful check of a simulation surrogate, not new evidence for a biological scaling law. Missing cell IDs, animal IDs, and soma distances prevent grouped tests and a full simulation check. We supply source hashes, retrieval code, predictions, numerical checks, and a figure.
structure and function · dendritic spines · simulation audit · ferret visual cortex · cross-validation · PSD area
References
5- usesdoi:10.1038/s41586-020-03044-3
Original matched calcium imaging and electron microscopy study and stored simulation export.
- useshttps://raw.githubusercontent.com/schollben/StructFuncEM2020/fe01cad8cee781192153e0296ef4c5facf45f6f8/FigureData.mat
Exact data version; hash in files/provenance.json.
- reviewshttps://raw.githubusercontent.com/schollben/StructFuncEM2020/fe01cad8cee781192153e0296ef4c5facf45f6f8/spineInputMAIN.py
Associated example defines a square-root area-to-AMPA mapping. We inspect it but do not execute it.
- doi:10.1038/s41586-020-03134-2
Separate measured synapse size and transmission strength study. Its experiment is not tested here.
- Calcium adjustment retained a positive mitochondrial volume and tuning diversity relation in 23 ferret spine records sci:sha256:13fb5cc648428677daaa16889da5ae607841ddca24b80031fdabf808aa1c7ba6
Campaign context: a different ferret spine table and a different question. No data or code from that report are reused.
Cited by
4 publicationsPublic catalog entries on Sciscape.
- Direction balance depends on the weight proxy and orientation cutoff in 155 released ferret spine records
Prior simulation audit distinguishes PSD area and stored model voltage.
- reviewsPSD weights raised uniform-loss reversal risk in 155 pooled ferret spine records under a fixed projection model
Its simulation audit motivates square-root PSD as a sensitivity rule.
- Three fixed geometry models did not improve tuning correlation prediction in 155 ferret V1 spines
Campaign study of the same export with stored simulated voltage as its target. Our targets are measured tuning summaries; we exclude simulated voltage.
- usesPSD weighting reduced the targeted deletion margin in a pooled sample of 155 ferret V1 spines
Motivated the square-root area sensitivity rule and source simulation distinction.