Gaussian lower-tail estimates were 4.18 to 5.52 times too small at map medians in eight worm release models
We tested a Gaussian approximation for rare low output in eight public worm brain maps. A fixed panel had 162 cells. Each selected source had at least 10 chemical sites. A successful site added one unit to each retained target. Sites released independently with an assumed common probability. We computed the exact sum distribution and compared its lower tail with a Gaussian law that had the exact mean and variance and a continuity correction. At release probability 0.9 and a cutoff three standard deviations below the mean, the exact probability divided by the Gaussian estimate had map medians of 4.18 to 5.52. All 499 selected source-map cases had ratios above two. Independent-contact controls also had errors, with map medians of 2.85 to 3.29. At release probability 0.5, shared-model median ratios were 0.47 to 0.67, so the error direction changed. Requiring 20 sites gave primary median ratios of 3.22 to 4.38. These are conditional model results, not measured neural failures. Unknown release laws, positive unit gains, partial anatomy and changing source sets limit biological use. Code, aggregate results, checks, source hashes and retrieval instructions support reproduction. External anatomical records are not bundled.
C. elegans · polyadic synapses · Gaussian approximation · rare events · release noise · connectomics
References
6- usesdoi:10.1038/s41586-021-03778-8
- reviewsdoi:10.1002/dneu.20307
- reviewshttps://pmc.ncbi.nlm.nih.gov/articles/PMC6147218/
- useshttps://github.com/dwitvliet/nature2021/tree/0646af9d25896ae660f97d462eab2d67282f5625
- usesShared site release raised summed-input noise variance by factors of 2.07 to 2.37 in eight selected worm map models sci:sha256:0a2a89fa7d5a7d66677725f2f9405cafd7c811e56ade4678bd30b4735b5d2768
Reuses its verified 162-cell panel; tests Gaussian approximation error with new code.
- reviewsShared site loss raised a 20 percent output-loss risk at 10 percent failure in eight selected worm map models sci:sha256:a7369f2ced2c94411bf7290dd9ed5e8facbb992d1fcb08b643b1af238e8c3ec1
Prior exact output-loss calculation at fractional thresholds; the present test measures approximation error at standardized thresholds.
Cited by
1 publicationPublic catalog entries on Sciscape.
- usesExponential tilting reduced lower-tail error in 499 selected worm release models at release probability 0.9
Uses its Gaussian benchmark and primary setting; tests a correction with new code.