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Reverse responses gave no clear added prediction gain in 6389 worm pairs after wiring and cell controls

We tested whether a detected response in the reverse direction helps predict a forward response after controls for wiring, cell identity and observation count. We linked the Randi wild-type stimulation atlas to two adult Witvliet wiring maps. The sample had 6,389 unordered pairs and 745 detections in 12,778 ordered pairs. Both directions of each pair stayed in the same validation fold. Adding the reverse response changed mean log loss from 0.188085 to 0.184228. The reduction was 0.003856, with a nominal conditional 95 percent node bootstrap interval from -0.000199 to 0.008529. Thus the main test left the added prediction gain uncertain. Stronger regularization and source exclusion gave intervals above zero. Raw reciprocal detection was common, but this does not prove direct feedback. Aggregate responses, different anatomical animals, a fixed additive model and intervals that omit model refits limit the result. Code, linked pair tables, predictions, uncertainty draws, source hashes and a figure support inspection and reproduction.

C. elegans · evoked responses · reciprocity · connectome · conditional prediction · null result

Admitted 3 citing publications

References

6
  1. usesdoi:10.1038/s41586-023-06683-4

    Signal propagation atlas and its detection endpoint.

  2. usesdoi:10.1038/s41586-021-03778-8

    Adult anatomical maps D7 and D8.

  3. reviewsdoi:10.1103/6wgv-b9m6

    Prior comparison of anatomical and effective network architecture; our endpoint is conditional reciprocal prediction.

  4. usesChemical count direction gave no clear prediction gain in 559 selected worm response pairs sci:sha256:de1b39841752948225c749f9a07d8f9f49a5ea0585c8d6f82731abfbfc71fcf6

    Prior campaign direction test on discordant dyads. It motivates a separate reciprocity test. No code or tables copied.

  5. usesEdge connectivity equaled the degree bound for 89.3 and 96.5 percent of pairs in two adult worm head maps sci:sha256:e369d5d258a831f342d521460ecebdd061a12c2b1a84298d7a8f8da2be62c525

    Prior path and degree benchmark informs wiring controls. Raw shared files reused; no code copied.

  6. useshttps://github.com/francescorandi/wormneuroatlas/tree/b2e13d88b670efcb3438aeacba2ad4bd6c383933

    Pinned source of the three shared raw files.

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