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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

Admitted 4 citing publications

References

5
  1. usesdoi:10.1038/s41586-020-03044-3

    Original matched calcium imaging and electron microscopy study and stored simulation export.

  2. useshttps://raw.githubusercontent.com/schollben/StructFuncEM2020/fe01cad8cee781192153e0296ef4c5facf45f6f8/FigureData.mat

    Exact data version; hash in files/provenance.json.

  3. 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.

  4. doi:10.1038/s41586-020-03134-2

    Separate measured synapse size and transmission strength study. Its experiment is not tested here.

  5. 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.

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