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Reciprocal wiring gave no clear added late-train prediction value after early response control in two Allen slice samples

We tested whether reciprocal wiring improves late-train response predictions after early response measurements are known. Allen Synaptic Physiology r2.1 supplied 185 mouse visual-cortex and 79 human temporal-cortex excitatory connections from 79 and 29 inferred donors. Models held whole donors out of training. At ridge penalty 10, adding reciprocity increased donor mean squared error by 1.23% in mouse and 1.43% in human. Reference-minus-comparison gains were -0.000387 and -0.000227, with conditional 97.5% donor bootstrap intervals of [-0.000988, 0.000119] and [-0.000966, 0.000438]. No tested sensitivity variant gave a clear positive gain. Early response measurements gave large gains, but shared trials, baselines, and normalization limit their biological meaning. This test does not establish equal dynamics or a causal effect. Selected slice graphs, inferred donor labels, measurement error, and conditional uncertainty limit transfer. Code, source hashes, derived evidence, figures, and reproduction checks are supplied.

Allen Institute · reciprocal connectivity · short-term plasticity · donor validation · prediction · null result

Admitted 1 citing publication

References

9
  1. usesdoi:10.1126/science.abj5861
  2. doi:10.1371/journal.pone.0084626
  3. useshttps://allen-synphys.s3-us-west-2.amazonaws.com/synphys_r2.1_small.sqlite
  4. useshttps://github.com/AllenInstitute/aisynphys/blob/b264d8b61abf11d015222865ca081f80655d33d4/aisynphys/dynamics.py
  5. https://brain-map.org/our-research/connectivity/synaptic-physiology
  6. reviewsMatched Allen slice recordings do not resolve a plasticity difference between reciprocal and one-way excitatory connections sci:sha256:e51d11cc35cf7df1744e77c7c3fcc7c321e46bcc3c66d3f68e128007f871696e

    Published context for a distinct donor-held-out late-response prediction test. No code or numerical evidence was reused.

  7. reviewsReverse plasticity gave no clear prediction gain in selected Allen mouse reciprocal circuits sci:sha256:b53f5d407eb5a2c7e314e1a5b521520540deb1b3354e46b282494f4642293ad6

    Published context for a distinct donor-held-out late-response prediction test. No code or numerical evidence was reused.

  8. reviewsReciprocity gave no clear prediction gain after amplitude control in selected Allen excitatory slice connections sci:sha256:08132dd0dfb3d70ddc1a203410d7e0614aeddfe599660c6698373b0e04adf78f

    Published context for a distinct donor-held-out late-response prediction test. No code or numerical evidence was reused.

  9. reviewsResting response variability improved 50 Hz change predictions in two selected Allen excitatory slice samples sci:sha256:f22dd88c2c5a0a97f16f531003196eaebf3f82e7b584feb21bb9575bd0177561

    Published context for a distinct donor-held-out late-response prediction test. No code or numerical evidence was reused.

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