UFC 41: Onslaught: Predictions & Analysis

Friday, February 28, 2003·Atlantic City, New Jersey, USA

UFC 41: Onslaught lands on Friday, February 28, 2003 in Atlantic City, New Jersey, USA with 8 bouts on the card. The card is headlined by a championship fight. Below is our fight-by-fight breakdown, combining Elo ratings, rolling statistical trends, style matchup data, and betting market context into a pick for every bout.

Quick Picks

MatchupPickConfidenceProb
Tim Sylvia vs Ricco RodriguezHeavyweightRicco RodriguezLean61%
Frank Mir vs David AbbottHeavyweightFrank MirConfident67%
BJ Penn vs Caol UnoLightweightBJ PennConfident72%
Matt Lindland vs Phil BaroniMiddleweightMatt LindlandLean58%
Vladimir Matyushenko vs Pedro RizzoHeavyweightVladimir MatyushenkoToss-up55%
Din Thomas vs Matt SerraLightweightDin ThomasLean63%
Gan McGee vs Alexandre DantasHeavyweightGan McGeeConfident65%
Yves Edwards vs Rich ClementiLightweightYves EdwardsLean58%

Fight-by-Fight Breakdown

61%
Ricco Rodriguez
Sylvia
9-3
Elo 1296
All-Rounder
VS
Rodriguez
5-1
Elo 1157
Wrestler

The Heavyweight matchup features Tim Sylvia (9-3) taking on Ricco Rodriguez (5-1).

There's a real Elo separation here: Sylvia at 1296 versus Rodriguez at 1157. That 138-point gap typically reflects a meaningful difference in recent quality of competition and results.

The style clash matters here: Sylvia is comfortable adjusting on the fly, mixing strikes and grappling as openings appear, while Rodriguez looks to close distance and put the fight on the mat. In our database, wrestlers own a 59% win rate against all-rounders, giving Rodriguez the stylistic edge.

A few statistical edges stand out. Sylvia throws significantly more leather — a 18.1 sig. strike per minute gap. Rodriguez is far more active with takedowns, averaging 3.9 more per 15 minutes. Sylvia has tighter striking defense, making opponents miss more often.

**The Pick: Ricco Rodriguez over Tim Sylvia.** The model gives Rodriguez a slight nod at 61% — this could easily go either way.

Frank Mir vs David Abbott

Heavyweight
67%
Frank Mir
Mir
16-10
Elo 1252
Submission Artist
VS
Abbott
8-9
Elo 777
Submission Artist

The Heavyweight matchup features Frank Mir (16-10) taking on David Abbott (8-9).

Mir is rated at 1252 — 475 points above Abbott's 777. Gaps this large usually mean one fighter has been consistently beating better opponents.

Both fighters land in our "Submission Artist" archetype — ground specialists who hunt for finishes off their back or from top position. When mirror matchups like this happen, the edge usually goes to whoever can impose their preferred pace and range.

A few statistical edges stand out. Mir throws significantly more leather — a 0.2 sig. strike per minute gap. Mir is far more active with takedowns, averaging 0.0 more per 15 minutes. Abbott has tighter striking defense, making opponents miss more often.

**The Pick: Frank Mir over David Abbott.** We're leaning Mir here at 67%, a solid but not overwhelming edge.

BJ Penn vs Caol Uno

LightweightTitle Fight
72%
BJ Penn
Penn
12-12-2
Elo 938
All-Rounder
VS
Uno
3-4-2
Elo 944
Wrestler

The Lightweight championship matchup features BJ Penn (12-12-2) taking on Caol Uno (3-4-2).

The Elo gap here is razor-thin — Penn at 938, Uno at 944. On paper, this is as close to a coin flip as it gets.

The style clash matters here: Penn is comfortable adjusting on the fly, mixing strikes and grappling as openings appear, while Uno looks to close distance and put the fight on the mat. In our database, wrestlers own a 59% win rate against all-rounders, giving Uno the stylistic edge.

A few statistical edges stand out. Penn throws significantly more leather — a 0.6 sig. strike per minute gap. Penn is far more active with takedowns, averaging 0.5 more per 15 minutes. Penn has tighter striking defense, making opponents miss more often.

**The Pick: BJ Penn over Caol Uno.** We're leaning Penn here at 72%, a solid but not overwhelming edge.

Matt Lindland vs Phil Baroni

Middleweight
58%
Matt Lindland
Lindland
8-3
Elo 1239
Wrestler
VS
Baroni
3-6
Elo 762
Striker

The Middleweight matchup features Matt Lindland (8-3) taking on Phil Baroni (3-6). Lindland is the bigger frame at 6'0" with a 2-inch reach advantage.

Lindland is rated at 1239 — 477 points above Baroni's 762. Gaps this large usually mean one fighter has been consistently beating better opponents.

Stylistically this is Lindland's wrestler game against Baroni's striker approach. Lindland looks to close distance and put the fight on the mat, while Baroni brings a versatile approach. Historically these archetypes are dead-even when they collide.

A few statistical edges stand out. Baroni throws significantly more leather — a 0.4 sig. strike per minute gap. Lindland is far more active with takedowns, averaging 3.0 more per 15 minutes. Lindland has tighter striking defense, making opponents miss more often.

**The Pick: Matt Lindland over Phil Baroni.** The model gives Lindland a slight nod at 58% — this could easily go either way.

55%
Vladimir Matyushenko
Matyushenko
7-4
Elo 1126
Striker
VS
Rizzo
8-5
Elo 1268
Striker

The Heavyweight matchup features Vladimir Matyushenko (7-4) taking on Pedro Rizzo (8-5).

There's a real Elo separation here: Rizzo at 1268 versus Matyushenko at 1126. That 142-point gap typically reflects a meaningful difference in recent quality of competition and results.

Both fighters land in our "Striker" archetype — fighters with a well-rounded skill set. When mirror matchups like this happen, the edge usually goes to whoever can impose their preferred pace and range.

A few statistical edges stand out. Rizzo throws significantly more leather — a 0.6 sig. strike per minute gap. Matyushenko is far more active with takedowns, averaging 1.8 more per 15 minutes. Rizzo has tighter striking defense, making opponents miss more often.

**The Pick: Vladimir Matyushenko over Pedro Rizzo.** This is essentially a pick'em. The model nudges toward Matyushenko at 55%, but there's almost nothing separating these two.

Din Thomas vs Matt Serra

Lightweight
63%
Din Thomas
Thomas
5-3
Elo 1012
Wrestler
VS
Serra
7-6
Elo 1201
Knockout Artist

The Lightweight matchup features Din Thomas (5-3) taking on Matt Serra (7-6).

Serra is rated at 1201 — 189 points above Thomas's 1012. Gaps this large usually mean one fighter has been consistently beating better opponents.

Stylistically this is Thomas's wrestler game against Serra's knockout artist approach. Thomas looks to close distance and put the fight on the mat, while Serra is patient on the feet, timing counters and loading up when he sees openings. Historically these archetypes are dead-even when they collide.

A few statistical edges stand out. Thomas throws significantly more leather — a 1.0 sig. strike per minute gap. Thomas is far more active with takedowns, averaging 0.1 more per 15 minutes. Thomas has tighter striking defense, making opponents miss more often.

**The Pick: Din Thomas over Matt Serra.** The model gives Thomas a slight nod at 63% — this could easily go either way.

65%
Gan McGee
McGee
2-1
Elo 1100
VS
Dantas
0-1
Elo 821

The Heavyweight matchup features Gan McGee (2-1) taking on Alexandre Dantas (0-1).

McGee is rated at 1100 — 279 points above Dantas's 821. Gaps this large usually mean one fighter has been consistently beating better opponents.

A few statistical edges stand out. McGee throws significantly more leather — a 0.7 sig. strike per minute gap. Dantas is far more active with takedowns, averaging 0.3 more per 15 minutes. McGee has tighter striking defense, making opponents miss more often.

**The Pick: Gan McGee over Alexandre Dantas.** We're leaning McGee here at 65%, a solid but not overwhelming edge.

58%
Yves Edwards
Edwards
10-9
Elo 818
All-Rounder
VS
Clementi
5-4
Elo 1034
Wrestler

The Lightweight matchup features Yves Edwards (10-9) taking on Rich Clementi (5-4).

Clementi is rated at 1034 — 217 points above Edwards's 818. Gaps this large usually mean one fighter has been consistently beating better opponents.

The style clash matters here: Edwards is comfortable adjusting on the fly, mixing strikes and grappling as openings appear, while Clementi looks to close distance and put the fight on the mat. In our database, wrestlers own a 59% win rate against all-rounders, giving Clementi the stylistic edge.

A few statistical edges stand out. Edwards throws significantly more leather — a 0.9 sig. strike per minute gap. Edwards is far more active with takedowns, averaging 0.5 more per 15 minutes. Clementi has tighter striking defense, making opponents miss more often.

**The Pick: Yves Edwards over Rich Clementi.** The model gives Edwards a slight nod at 58% — this could easily go either way.

Methodology

Predictions are generated by our ensemble model combining LightGBM (65%) and CatBoost (35%), trained on every UFC fight since 1994. The model uses 23 features including Elo ratings, rolling 5-fight statistical averages, style matchup history, physical attributes, and market odds when available.

On our held-out test set (402 fights from January-September 2023), the model achieves 63.4% accuracy with a log-loss of 0.626. High-confidence picks (>75% probability) hit at 82.7%. For full model transparency, visit our Model page.