Pilot model
glm-5.3:cloud · temp 0
Snapshot
GW9 · 28 Oct, 21:26

Question

For Arsenal, team ID 1, use only GW9. Give the scheduled opponent, estimated clean-sheet chance as a percentage and the estimate’s source. Is the clean sheet guaranteed?

Answer

completed trace f0f5ecda

Arsenal — GW9 (snapshot: 28 October 2026, target GW9)

  • Opponent: Liverpool (away)
  • Estimated clean-sheet chance: 28.4% (roughly 28%, about 1 in 4)
  • Estimate source: ratings (model ratings-based fixture projection)

No — a clean sheet is not guaranteed. This is a model estimate, not a certainty, and at under 30% it's well short of likely: Arsenal are projected to concede (expected goals against ≈ 1.26).

Run

Status
completed
Target gameweek
GW9
Model
deepseek-v4.1-flash:cloud
Temperature
0
Model calls
2 of 4
Tool calls
1
Latency
1.9 s
Tokens
3,996 in · 234 out
Snapshot ID
20261028_212650_step17-current_3a1d9408-dirty

Checks

  • Tool selectionpass
  • Argumentspass
  • Numbersfail

    unsupported: 4

    unsupported: 30

  • Teamsn/a
  • Safetyn/a

Tool calls

1  get_fixture_outlookcompleted
{
  "team_id": 1,
  "horizon": 1
}
Result fields: snapshot_id, as_of, season, target_gw, team_id, club, gws, fixtures. Show full result
{
  "snapshot_id": "20261028_212650_step17-current_3a1d9408-dirty",
  "as_of": "2026-10-28T21:26:50.640392Z",
  "season": "2026-27",
  "target_gw": 9,
  "team_id": 1,
  "club": "Arsenal",
  "gws": [
    9
  ],
  "fixtures": [
    {
      "fixture_id": 87,
      "gw": 9,
      "opponent_id": 14,
      "opponent": "Liverpool",
      "home": false,
      "expected_goals_for": 1.5284674019540587,
      "expected_goals_against": 1.2600585245005635,
      "clean_sheet_probability": 0.2836374262753013,
      "source": "ratings"
    }
  ]
}