K League · Score Research

07-21 18:30 CST · K League · Separate HT/FT models

Ulsan HD FC

Home side / left market direction

Full-time first pick 1:1 Probability 30.5% · Low-total exact zone Low-total exact zone: 1:1 30.5%; 2:1 14.9%; 1:2 12.0% Half-time first pick 0:0 (63.5%)

Incheon United

Away side / right market direction

Five-Factor Read

1. Market strength Draw carries the highest weight

The handicap leans toward Ulsan HD FC; the market prices the home side as stronger.

2. Form and pace 0:0

HT first pick is 0:0 (63.5%); HT draw probability is 66.9%, so the model still respects early caution.

3. AI Sidecar Read FT total 2.25

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: 两队节奏偏慢且攻击乏力，炎热天气进一步降低进球；主队让球浅，客队防守差但偷分可能。

4. Venue factor non-neutral / heat

Venue: 蔚山文殊球场. Non-neutral venue. Weather/temperature: 阴天, 30℃～31℃. The schedule marks this as non-neutral, so home/away identity remains a weak background factor. Higher temperature raises fatigue risk and late-game tempo drop risk. Together with the totals line and Under 3.5 probability, the venue layer supports a lower-tempo or lower-margin script rather than pushing the score upward.

5. Sample and soft factors Strong sample

299 comparable matches; market bucket support is solid

Full-Time Score Distribution

1:1 30.5%

2:1 14.9%

1:2 12.0%

2:2 8.6%

3:1 6.1%

3:2 3.4%

1:0 3.4%

2:0 3.0%

FT market: side line 0.25 · total 2.25 · Bucket ah_ou:0.25/2.0

Score cluster: Low-total exact zone: 1:1 30.5%; 2:1 14.9%; 1:2 12.0%

Half-Time Score Distribution

0:0 63.5%

1:0 15.4%

0:1 12.7%

1:1 3.3%

2:0 1.9%

0:2 1.5%

2:1 0.5%

1:2 0.5%

HT market: side line 0.00 · total 0.75

Ulsan HD FC win35.3%

Draw42.6%

Incheon United win22.1%

Ulsan HD FC expected goals1.58

Incheon United expected goals1.34

Under 3.571.1%

FT temperature0.95

Empirical weight78.9%

Sample size299

Europe 1X2home 43.1% / draw 29.3% / away 27.6%

Key Variables

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

Deciding factor Draw probability is 42.6%, so the exact-score set should keep draw and one-goal-margin scripts alive.

Risk point Under 3.5 is 71.1%; if the live total moves up materially, rerun the model.

Pre-Match Update · Market Movement

Published 2026-08-05 01:19:02 CST (started/finished about 342h 50m ago) | Snapshot window: pending -> 2026-08-05 01:19:02

First snapshotFT handicap 待补 · total 待补

Latest marketFT handicap 0.25 · total 2.25

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: draw · Actual side: Incheon United win · side missed

Using the full-time handicap, totals, comparable market buckets and half-time market, the model's full-time first pick for Ulsan HD FC vs Incheon United is 1:1 (30.5%). Draw carries the highest weight. 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: 两队节奏偏慢且攻击乏力，炎热天气进一步降低进球；主队让球浅，客队防守差但偷分可能。 HT first pick is 0:0 (63.5%); HT draw probability is 66.9%, 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