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Emily Fox › named question

DossierThrough 2026-09-01

How did Emily Fox's observed-role agreement change across the 2021–2023 NWSL regular seasons?

Emily Fox's observed-role agreement increased from 81.8% in 2021 to 88.9% in 2023. The model evaluated 18 2023 starts and found 2 depth tensions. No alternative observed role was recorded for Emily Fox in 2023.

1-minute read · evidence attached
Identity and trust
Document
dossier-30e4ebd3f0e5a556
Definition
definition-cc1720dcc8fcce1a6c8586f640f3db2cee26062b0a5c6638a7a9fbd3da723942
Definition hash
cc1720dcc8fcce1a6c8586f640f3db2cee26062b0a5c6638a7a9fbd3da723942
Analytical run
06bafa45706ec5a44f0a0645a53a39aeca8ec78604d41e9d3a76b8ae6aff0981
Outcome
answer
Executed
2026-09-02T16:01:17.481Z
Source authority
deployment_release
Source identity
2026-09-02
Source policy
pinned (2026-09-02)
Source generated
2026-09-02T16:01:17.481Z
Coverage through
2026-09-01
Claim verification
located

Declared answer

Emily Fox's observed-role agreement increased from 81.8% in 2021 to 88.9% in 2023. The model evaluated 18 2023 starts and found 2 depth tensions. No alternative observed role was recorded for Emily Fox in 2023.

Derived from claim-semantic-contextual-player-observed-role-change · The direct answer restates the located workflow claim.

What mattersEvidence-backed summary

  1. Modeled

    Emily Fox's observed-role agreement increased from 81.8% in 2021 to 88.9% in 2023. The model evaluated 18 2023 starts and found 2 depth tensions. No alternative observed role was recorded for Emily Fox in 2023.

    The sequence distinguishes Emily Fox's listed position from the model's read of on-ball behavior and shows how the relation changed across seasons.

    Derived from claim-semantic-contextual-player-observed-role-change · This significance statement is derived from the located claim.

    Evidence · Workflow evidenceFull table ↓
    Selected evidence from Workflow evidence.
    SeasonStartsAs assignedRole tensions°Most frequent alternative role°Alternative-role starts°Agreement %°Confidence°
    202122184No alternative role recorded081.80.83
    202217134No alternative role recorded076.50.86
    202318162No alternative role recorded088.90.82
In this Dossier

Source authority

deployment release

2026-09-02

pinned

Through 2026-09-01

1 evidence table

Exact evidence located

Every claim points to exact returned rows and fields; semantic verification is not claimed.

The evidence

Site-owned records returned by this workflow. The Dossier renderer preserves their values and scope.

Workflow evidence

Emily Fox's observed-role model output by NWSL regular season.

Workflow evidence. Emily Fox's observed-role model output by NWSL regular season.
202122184No alternative role recorded081.80.83
202217134No alternative role recorded076.50.86
202318162No alternative role recorded088.90.82

Emily Fox's observed-role agreement by season

Share of modeled starts where observed role matched the assigned depth.

Metric definitions

Continue exploring

Every next question keeps Emily Fox, the named 2023 NWSL regular season scope, and a validated return destination.