Premier League · Score Research

08-23 23:30 CST · Premier League · Separate HT/FT models

Newcastle United

Home side / left market direction

Full-time first pick 1:1 Probability 15.9% · Standard score cluster Standard score cluster: 1:1 15.9%; 1:2 14.2%; 2:1 12.0%; 1:3 8.0% Half-time first pick 0:0 (56.7%)

Liverpool

Away side / right market direction

Five-Factor Read

1. Market strength Liverpool side rates higher

The handicap leans toward Liverpool; the market prices the away side as stronger.

2. Form and pace 0:0

HT first pick is 0:0 (56.7%); HT draw probability is 62.8%, so the model still respects early caution.

3. AI Sidecar Read FT total 3.00

This match uses a DeepSeek AI sidecar factor. The AI signal only applies a small candidate-score reweighting and does not override the market/history main model by itself. AI note: 市场看好客队，但主队进攻表现优于模型且防守漏球少，总进球盘偏大，节奏数据偏低；样本薄，需防冷门。

4. Venue factor non-neutral / normal weather

Venue: 圣詹姆斯公园球场. Non-neutral venue. Weather/temperature: 多云, 16℃～17℃. The schedule marks this as non-neutral, so home/away identity remains a weak background factor. Weather and temperature do not show a clear tempo-suppression signal. Together with the totals line, the venue layer can support a more open upper tail.

5. Sample and soft factors Usable sample

121 comparable matches; useful for probability ranking

Full-Time Score Distribution

1:1 15.9%

1:2 14.2%

2:1 12.0%

1:3 8.0%

2:2 6.9%

2:3 4.9%

3:1 3.9%

0:1 3.9%

FT market: side line -0.50 · total 3.00 · Bucket ah_ou:-0.5/3.0

Score cluster: Standard score cluster: 1:1 15.9%; 1:2 14.2%; 2:1 12.0%; 1:3 8.0%

Half-Time Score Distribution

0:0 56.7%

0:1 16.7%

1:0 12.7%

1:1 6.0%

0:2 3.4%

2:0 2.1%

1:2 0.9%

2:1 0.5%

HT market: side line -0.25 · total 1.25

Newcastle United win29.0%

Draw27.5%

Liverpool win43.6%

Newcastle United expected goals1.54

Liverpool expected goals1.86

Under 3.558.0%

FT temperature0.95

Empirical weight60.2%

Sample size121

Europe 1X2home 26.7% / draw 24.3% / away 49.0%

Key Variables

First-goal path Liverpool benefits most from opening the scoring; if HT stays 0:0, the FT distribution compresses toward lower scores.

Deciding factor Draw probability is 27.5%, so the exact-score set should keep draw and one-goal-margin scripts alive.

Risk point Under 3.5 is 58.0%; if the live total moves up materially, rerun the model.

Pre-Match Update · Market Movement

Published 2026-08-25 00:37:40 CST (started/finished about 25h 8m ago) | Snapshot window: pending -> 2026-08-25 00:37:40

First snapshotFT handicap 待补 · total 待补

Latest marketFT handicap -0.5 · total 3

Movement: FT handicap data pending; FT total data pending; HT handicap data pending; HT total data pending.

Pre-match note: Market snapshots are thin; refresh Feijing data again before publishing the final pre-match version.

Final Read: 1:1

Predicted side: Liverpool win · Actual side: draw · side missed

Using the full-time handicap, totals, comparable market buckets and half-time market, the model's full-time first pick for Newcastle United vs Liverpool is 1:1 (15.9%). Liverpool side rates higher. This match uses a DeepSeek AI sidecar factor. The AI signal only applies a small candidate-score reweighting and does not override the market/history main model by itself. AI note: 市场看好客队，但主队进攻表现优于模型且防守漏球少，总进球盘偏大，节奏数据偏低；样本薄，需防冷门。 HT first pick is 0:0 (56.7%); HT draw probability is 62.8%, so the model still respects early caution. Exact-score outputs are probability rankings for pre-match research and review.

Risk note: exact scores are low-hit-rate events. The model output is a probability ranking, not a certainty; late market moves, lineups, red cards and early goals can reshape the distribution.

Sources

Feijing · fixtures, results, Asian handicap, totals, half-time markets, Europe 1X2 · Local history database · historical market lines, full-time scores, half-time scores · DeepSeek · AI sidecar context, bounded candidate reweighting only