Karine Silva
"Killer"
19-5-0
VS
Gabriella Fernandes
"Gabi"
11-3-0
Fight Insights
44%
Gabriella Fernandes
Fighters who absorb 4.1+ significant strikes per minute have won 44% of their UFC fights (930-1190)
Gabriella Fernandes: absorbs 5.3/min
17%
Division & format
Women's Flyweight fights end in a KO/TKO 17% of the time (vs 33% of all UFC fights, n=285)
64%
Division & format
Women's Flyweight fights go the distance 64% of the time (vs 48% of all UFC fights, n=285)
Real UFC history since 2006, using each fighter's record, form and stats as they stood
before every past fight. Only patterns that hold up statistically (corrected for
testing many ideas at once) and point the same way in both halves of history are shown —
these describe the past, they are not predictions.
What Every Model Says
Main + Market
currently viewing
66.1%
33.9%
Karine Silva
XGBoost
66.1%
33.9%
Karine Silva
LightGBM
61.6%
38.4%
Karine Silva
Logistic (Core)
67.6%
32.4%
Karine Silva
CatBoost
61.8%
38.2%
Karine Silva
Ensemble
67.7%
32.3%
Karine Silva
Recency-Heavy · CatBoost
60.4%
39.6%
Karine Silva
Recency-Heavy · Ensemble
66.9%
33.1%
Karine Silva
Recency-Heavy · LightGBM
61.8%
38.2%
Karine Silva
Recency-Heavy · Logistic (Core)
66.4%
33.6%
Karine Silva
Recency-Heavy · XGBoost
64.8%
35.2%
Karine Silva
With Odds · CatBoost
53.7%
46.3%
Karine Silva
With Odds · Ensemble
56.4%
43.6%
Karine Silva
With Odds · LightGBM
50.3%
49.7%
Karine Silva
With Odds · Logistic (Core)
67.6%
32.4%
Karine Silva
With Odds · XGBoost
55.9%
44.1%
Karine Silva
Click a model to view the fight through its eyes — probabilities, prediction and explanation update.
How It Ends
62%
Decision
18%
KO / TKO
21%
Submission
How long it lasts 3-round fight
69%
Goes the distance
fair -221
31%
Ends in a finish
fair +221
| Rounds line | Over | Under |
|---|---|---|
| 0.5 | 95% -1872 | 5% +1872 |
| 1.5 | 80% -403 | 20% +403 |
| 2.5 | 70% -237 | 30% +237 |
When it ends
"Over 1.5" means the fight lasts past the middle of round 2, the way sportsbooks settle it. Fair odds
are the break-even price with no vig, so compare them with a book's line.
On unseen fights this model beat the plain base rate by about 4%
(log loss; 51% of 3-round fights go the distance),
so treat it as a tilt away from the base rate, not a certainty.
Why XGBoost leans this way
Karine Silva
Gabriella Fernandes
13%
9%
7%
7%
5%
5%
5%
4%
4%
3%
3%
3%
3%
3%
← pushes toward Karine Silva
pushes toward Gabriella Fernandes →
Bars show each factor's SHAP contribution to this specific prediction — how much it pushed
the win probability toward one fighter, given everything else the model knows. Percentages
are each factor's share of the total push across the top 30 factors.
Karine Silva
Win Streak
N/A
Finish Rate
N/A%
Avg Duration
15.0m
Last 5 fights (most recent first)
L
DEC
L
DEC
W
DEC
L
DEC
W
DEC
Height:
165 cm
Weight:
125 lbs
Reach:
170 cm
Stance:
Orthodox
Gabriella Fernandes
Win Streak
N/A
Finish Rate
20%
Avg Duration
11.4m
Last 5 fights (most recent first)
L
KO
W
DEC
W
SUB
W
DEC
L
DEC
Height:
168 cm
Weight:
125 lbs
Reach:
168 cm
Stance:
Southpaw
Head-to-Head Stats
Karine Silva
ADVANTAGE
Gabriella Fernandes
Striking Accuracy
Strikes Landed/Min
Strikes Absorbed/Min
Striking Defense
Takedown Accuracy
Takedown Defense
Knockdowns/Fight
Avg Control Time (sec)
Strikes Per Round
Head Strike %
Body Strike %
Leg Strike %
Last 5 Win Rate
Last 5 Finish Rate