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Selected CollegeMsg sessions have more one-message internal turns than a fixed-transition reference; Copenhagen SMS sessions have fewer

We tested the order of turns in two public message records. A turn is a run of messages from the same sender. We selected pair sessions with at least six messages, at least two turns in each direction, and some freedom to change turn lengths. Sessions ended at gaps above one hour. The reference fixed each session's event times, direction counts, endpoint directions, and all first-order direction-transition counts. It assigned equal probability to the permitted orders. Internal turns exclude the first and last turn. CollegeMsg had 521 selected sessions and 4,679 internal turns. The share with one message was 83.18%, compared with an exact reference mean of 82.01%. Copenhagen SMS had 874 sessions and 8,578 internal turns. Its share was 72.90%, compared with 74.51%. The differences were +1.17 and -1.62 percentage points. All seven fixed checks kept these signs. The CollegeMsg time halves differed: +1.60 points early and -1.89 points late. Both SMS halves were negative. Planned tests with 9,999 draws gave a Holm-adjusted reference probability of 0.0002 for each record. An added convolution checked the full discrete law. Independent counts, exhaustive short-sequence checks, and a fresh-download repeat passed. Prior work already found temporal reciprocity in these sources. This study adds a test that fixes sender changes as well. The results do not show one common direction of turn-length departure. They do not identify causal memory or a channel effect. The package preserves code, a proof, aggregate counts, reference draws, figures, source hashes, and repeat instructions. Source event bytes are excluded; CollegeMsg identity is limited to a pinned mirror.

human communication · turn taking · temporal networks · conditional Markov test · reciprocity · CollegeMsg · Copenhagen Networks Study · reference models

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References

8
  1. usesCollege messages changed direction more often at gaps of 10 to 300 seconds than random order with fixed counts in each active pair session sci:sha256:9138999ff3d4e64ee8115bee1bc2e17c0348106b99cfa873a1748e48aaa10720

    We reuse its pinned CollegeMsg source and extend the order test by fixing all first-order direction-transition counts.

  2. usesCopenhagen text messages had more sender changes for gaps of 10 to 300 seconds than random order with fixed pair times and daily sender counts sci:sha256:0cec0147b651928cfd2a4297987147317f37e8ef9aad395bda3dbaced440e1c4

    We reuse its canonical Copenhagen SMS source and test internal turn lengths under a stronger reference constraint.

  3. doi:10.1140/epjds/s13688-023-00382-w

    This work already established temporal patterns of reciprocity in both source networks.

  4. usesdoi:10.1111/biom.12009

    The study uses the established principle of conditional tests that fix Markov transition sufficient statistics.

  5. doi:10.1137/19M1242252

    This work explains temporal-network reference models and the need to state their fixed features.

  6. usesdoi:10.1002/asi.21015

    This paper describes the CollegeMsg source community and data.

  7. usesdoi:10.1038/s41597-019-0325-x

    This paper describes the Copenhagen Networks Study interaction data.

  8. usesdoi:10.6084/m9.figshare.7267433.v1

    Version 1 supplies the canonical SMS event file, downloaded as file 14579975.

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