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 2a2d9210

Arsenal (team ID 1) — GW9 only (snapshot as of 28 Oct 2026, 2026-27 season, target GW 9)

Detail Value
Opponent Liverpool (away)
Clean-sheet probability 28.4% (0.2836)
Estimate source ratings (ratings-based model)
Supporting xG Arsenal 1.53 for / 1.26 against

Is the clean sheet guaranteed? No. A 28.4% probability is roughly a one-in-three chance — it is an estimate, not a certainty. A clean sheet also depends on the keeper's save-making, so the rating-derived probability can under- or over-state the realised outcome in any given week.

If you're weighing a clean-sheet-based play (e.g. an Arsenal defender, or a Liverpool attacker as a differential), this fixture suggests only a modest clean-sheet case, so treat defender value here as more about set-piece/assist upside than a likely clean sheet.

Run

Status
completed
Target gameweek
GW9
Model
minimax-m3.1-flash:cloud
Temperature
0
Model calls
2 of 4
Tool calls
1
Latency
3.7 s
Tokens
4,154 in · 287 out
Snapshot ID
20261028_212650_step17-current_3a1d9408-dirty

Checks

  • Tool selectionpass
  • Argumentspass
  • Numberspass
  • 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"
    }
  ]
}