Archive for Injuries

They’re Both the ‘Most Underrated’

Champions League B, an Ottoneu league in which all owners must have previously won an Ottoneu league, had its inaugural auction draft last weekend. First-year auction drafts are compelling and informative, especially when the league is made up of skilled and experienced owners. Theoretically, in first-year auctions, all players should be purchased at or near their actual value. There shouldn’t be too much obvious surplus or too many colossal overpays.

Bargain hunting is a delicate endeavor in a first-year auction. Owners can hunt for potential bargains by targeting players coming off down seasons. Andrew McCutchen comes to mind. So does Yasiel Puig. Buying such players can be risky, because their recent poor play may be indicative of future performance. However, it can also be rewarding, because if the player bounces back he may return more value than his price warrants. Having so-called surplus assets is one of several keys to success in Ottoneu.

McCutchen and Puig saw their value decline because of uncharacteristically poor performance on the field. Another type of player to target when searching for surplus is players coming off injuries. Two specific examples are among the most compelling and potentially undervalued fantasy assets in the game. They’re the same age (29), and they play on the same team. They have remarkably similar career numbers and both had season-ending injuries in 2016. Below are the career totals for underrated co-stars A.J. Pollock and David Peralta: Read the rest of this entry »


MASH Report: Harrison, Richards, & More

Josh Harrison discussed how his July 2015 surgery bothered him into 2016.

Harrison had surgery to repair his thumb in July 2015, and he returned at less than 100 percent. The following offseason, his training was designed to avoid putting too much weight on his thumb joint. Even during the first half of ’16, especially in cold weather, Harrison’s thumb became stiff and often stung.

“To be honest, I didn’t really feel it come back until right before I got hurt,” Harrison said.

Examining Harrison batted ball stats, there is a mixed message with his 2016 exit velocity dropping 1 mph while and increase in his launch angle led to more distance (+11 ft). The more I dug, I found very little to support a 2017 rebound. He was not productive before the 2015 injury. He never improved over the 2016 season. I may give him a small bump in value because he may have played through injuries but I think the 29-year-old may have peaked in 2014 and is just headed downhill. With him approaching 30, his one good trait, steals, may also be in jeopardy.

Read the rest of this entry »


MASH Report: Scherzer, Wheeler, & Pujols

Carlos Reyes had Tommy John surgery and will miss all of 2017 and probably a month or two of the 2018 season. Our own Mike Sonne went into the details on predicting Reyes’s injury.

Max Scherzer is not able to pitch because of a stress fracture in his knuckle which means he might not be ready for Opening Day.

“I don’t even want to comment on [Opening Day], because I don’t even know what I’m going to be able to do or not,” said Scherzer, who has been the Nationals’ Opening Day starter for the past two years. “It’d be unfair for me to even project or even talk about that.”
….
As Strasburg threw change-ups and sliders and honed two-seam fastballs, Scherzer was heartened by the fact that he could play catch with a baseball. He spent the winter throwing tennis and lacrosse balls to keep his arm in shape, because the baseball was too big for his injured finger to grip. He modified his grip again on Thursday.

“As this fracture continues to heal, as the symptoms continue to alleviate, as we get treatment on everything, I’ll be able to work back into all my grips and obviously get back on the mound,” Scherzer said. “But right now it’s just getting back out there, throwing a baseball and getting my arm in shape.”

Because he can’t grip a baseball, Scherzer’s not if he will be ready for the season’s start. Before this news, he was the clear #2 starter. As of now, I think he drops down to the next pack with Thor, Sale, and Bumgarner.

Read the rest of this entry »


PITCHf/x-Forensics: Alex Reyes

***Note, huge thanks to Jeff Zimmerman for all of his help with this piece***

The sad news that prospective St. Louis Cardinals Ace Alex Reyes was going to miss the 2017 season was devastating news for the Cardinals organization. Reyes looked to make a huge impact in the Cardinals rotation with absolutely devastating Stuff (according to the Stuff Metric, the only starter with better Stuff was New York Mets Starter, Noah Syndergaard). To figure out how Reyes came to break down, let’s look into the scientific literature on UCL injuries.

The first paper I’d like to draw on, was published by David Whiteside and Colleagues, from the University of Michigan (Whiteside et al., 2016). Their method used a machine learning approach, and deduced there were 6 risk factors that could be used to predict UCL reconstruction surgery. These risk factors were 1) Fewer days between consecutive games, 2) smaller repertoire of pitches, 3) a less pronounced horizontal release location, 4) smaller stature, 5) greater mean pitch speed, and 6) greater mean pitch counts per game. How did Alex Reyes measure up in these risk factors?

Reyes started the season at AA, where he started in 14 games and pitched 65.1 innings. At the Major League Level, he pitched 46 innings, and started in 5 games, while appearing in 12 total games. Excluding those pitchers who appeared in less than 10 games in a season, the average days between consecutive games in the MLB in 2016 was 4.37  games.  At the major league level, Reyes had an average of 4.64 games.

How about the repertoire of pitches? In the 2016 season, starting pitchers had on average, 3.5 +/- 0.82 pitches in their repertoire. For a pitch to count as part of the repertoire, I included it in the analysis if it was thrown 10% of the time. Reyes had 4 pitches – A fourseam fastball, two seam fastball, curveball, and change up. These were thrown 35.8, 28.0, 12.0, and 24.2% of the time. So, Reyes threw more than the average number of pitches – so, this isn’t cause for concern based on this study.

How about release location? The horizontal release point league average for Alex’s 4 pitches in 2016, was 1.72 feet – that’s the average absolute horizontal release point (collapsed across righties and lefties). Alex’s release point was 1.74 feet – so, it was actually a more pronounced release point than the league average.

What about stature? Alex Reyes is a tall guy – standing 6’3, and weighing 175 lbs. The league average height for players born since 1985, is 6’1, and the average weight is 209.8 lbs – from the Lahman database. The Whiteside paper only mentions height though, and given that Reyes is taller than most other players, this doesn’t appear to be a risk factor. Reyes is taller than most, but extremely lean at 175 lbs. We’ll come back to this, shortly.
Now, on to the one smoking gun in this paper. Pitch velocity.

Alex had a peak average fastball velocity of 96.8 mph (for his fourseam fastball). That’s a heater, and it represents a fastball velocity with a z-score of 1.51 – well above league average. Why is velocity so stressful? I had written about UCL stress and velocity, using data from Driveline baseball (Sonne, 2016). The fine folks at driveline baseball examined pitch velocity and compared it to predicted UCL stress from the Motus Baseball sleeve. Simply put, as velocity goes up, so does UCL stress (figure 1). In fact, accounting for nothing other than pitch velocity, we were able to explain 37% of the variance in the UCL stress using only pitch velocity – nothing about mechanics, height, or weight.

More recently, those same researchers published data that the UCL stress was reduced when throwing offspeed and breaking pitches, but when normalized to pitch velocity, the stress was much higher in these types of pitches (O’Connell et al., 2017). Reyes throws an 88 mph change up – which could represent significant stress on the UCL based on these data.


Figure 1. Examining the relationship between ball velocity and UCL stress using the Motus Sleeve. Data from driveline baseball (https://www.drivelinebaseball.com/), and article available at http://www.mikesonne.ca/baseball/pitch-velocity-and-ucl-stress-using-the-motus-sleeve-further-interpretation-from-driveline-data/.

So finally, we are left with pitch count per game. Lumping together starters and relievers, the average pitch count per appearance was 45.6. The average pitches per inning was 14.5 in 2016. Reyes had 5 starts, and 7 relief appearances, and his average pitch count per outing was 65.6. Comparatively, his pitches per inning was 16.5 – which could lead to additional fatigue when compared to the league average.

So where do we point to the source of injury? The short answer? We have absolutely no clue.

In the field of ergonomics, we examine injury risk as an interaction of force, posture, and repetition. Workload metrics like pitch counts, and innings counts, give us insight into repetition. The forces can be inferred from the pitch velocity. Where our PITCHf/x data lacks, is giving us insight into the posture, or, the pitching mechanics. A very interesting piece was writen on Viva El Birdos regarding the poor mechanics that Alex Reyes exhibited.

Chris O’Leary has been very active in self promoting his analysis of Reyes’s very risky mechanics, and has predicted for some time that Tommy John Surgery was inevitable for Reyes. The problem baseball is currently faced with, is there is no reliable way of measuring mechanics without the use of motion capture systems. Right now, mechanics are not quantified to the extent they should be, and without a large, public database (like we have for PITCHf/x), it’s hard to completely infer the role that mechanics and timing have when contributing to injury risk.

Early this week on FanGraphs, there was a piece mentioning how Noah Syndergaard’s weight gain could increase his risk of injury (Sawchik, 2017). Compared to Alex Reyes, Syndergaard is a massive man (compared to human beings, he is a massive man). Theoretically, that added muscle mass may in fact keep Syndergaard from getting hurt. That added muscle can help him stabilize his UCL during the pitching motion – an advantage that the slight Alex Reyes did not possess at 175 lbs. During the throwing motion, the stress on the UCL exceeds the known force level for tear of the ligament. It is the role of the muscle to help take some of the stress off of the passive tissues (like the ligaments) during the throwing motion. Of course, someone like Chris Sale tends to be the outlier that challenges this hypothesis.

With respect to the workload Alex Reyes faced – he pitched less than 120 innings at all levels in the 2016 season. This alone does not represent an elevated risk of injury. What we can’t see from the PITCHf/x data, is how his workload variability changed from moving from a pure starter role at the minor league level, to a reliever and starter at the major league level. If you would like to delve into some mind blowing hypotheses on injury, check out the webinar from the Baseball Performance Group. They identify that it may be the variability in workload that poses a risk to pitchers – and not the overall workload itself. Moving between different roles would definitely increase the variability in rest times for Reyes.

Assessing the injury risk of pitchers is a challenging proposition. There is no single silver bullet, but understanding the scientific literature and examining the role of multiple factors is the way forward in trying to determine what might have gone wrong.

References

Whiteside, D., Martini, D. N., Lepley, A. S., Zernicke, R. F., & Goulet, G. C. (2016). Predictors of ulnar collateral ligament reconstruction in Major League Baseball pitchers. The American journal of sports medicine, 44(9), 2202-2209.

O’Leary, C. (2017). Pitching Mechanics Overview Alex Reyes. Retrieved from http://chrisoleary.com/pitching/PIP/Overviews/Reyes_Alex_PitchingMechanics.html, on February 16, 2017.

Sonne, M. (2016). Pitch Velocity and UCL Stress using the Motus Sleeve: Further Interpretation from Driveline Data. Retrieved from http://www.mikesonne.ca/baseball/pitch-velocity-and-ucl-stress-using-the-motus-sleeve-further-interpretation-from-driveline-data/, February 16, 2017.

O’Connell, M, Marsh, J., Boddy, K., (2017). Fastballs vs. Offspeed Pitches – Comparative and Relative Elbow Stress. Retrieved from https://www.drivelinebaseball.com/2017/02/fastballs-offspeed-pitches-comparative-relative-elbow-stress/, February 15, 2017.

Sawchik, T., (2017). Thor is Bigger, Stronger… and Riskier? Retrieved from http://www.fangraphs.com/blogs/thor-is-bigger-stronger-and-riskier/, February 15, 2017.

The Red Baron, (2017). The Changing Mechanics of Alex Reyes. Retrieved from http://www.vivaelbirdos.com/2017/2/15/14613328/the-changing-mechanics-of-alex-reyes-delivery-breakdown-carlos-martinez-injury, February 15, 2017.


Mixing Fantasy & Reality: Moncada, Kang, & Injury Updates

Projection Analysis: Yoan Moncada

Many prospect experts project Yoan Moncada to be one of the game’s few top prospects. Some have him as the top guy but his MLB playing time and production varied substantially. I found I needed a projection I felt comfortable using.  I’ll start with his playing time.

I believe he’ll be promoted between the Super Two deadline (so the White Sox can save money) and early September (rosters expand). I thought about using July 15th (All-Star Game) as my cut off.

Read the rest of this entry »


Mixing Fantasy & Reality: Lindor, Turner, & Moss

Trea Turner’s and Francisco Lindor’s Unexpected Power

In 2015, Lindor perplexed fantasy owners by hitting 12 HR in just 438 PA. He was never much of a power hitter in the minors and scouting reports put him at below average power. He’s not been the only light-hitting infield prospect with unexpected power.

Trea Turner’s home run power was unanticipated with 13 homers in about half a season last year. Like Lindor, he never hit for much power in the minors and his power grades disappointed. Should owners point to Lindor as an example for limiting power expectations after an unexpected half season?

Read the rest of this entry »


Using the Stuff Metric as an Injury Identification Tool

Introduction

Before I came to Rotographs – I wrote a lot on my own site, and in the FanGraphs community section. My first foray into baseball analysis was developing a metric to try and quantify “Stuff”. A New York Times article by John Branch in October 2015 discussed the elusive definition of the pitching term “stuff”. Talk of “plus stuff” and feelings of “all the stuff being there” was scattered throughout the article.

Despite interesting commentary discussing the ability for pitchers to over-power hitters, there was no true definition of the nastiness of a pitcher’s stuff. My favourite quote from the article is that stuff is “both meaningful and meaningless. There are no synonyms. Like pornography, stuff is defined mostly by example. An only pitchers have stuff. Hitters do not have stuff (Branch, 2015)”.

Read the rest of this entry »


Mixing Fantasy & Reality: Trades, Signings, & StatCast

Rays traded Logan Forsythe to the Dodgers for Jose De Leon

After looking over several factors (e.g. league, park, etc.), the biggest change for Forsythe will be the players surrounding him and his lineup position. Currently, we have the Dodgers projected for 4.6 Runs per games while the Rays are at 4.3 Runs per game. A better offense equates to more plate appearances, Runs, and RBIs.

My one worry is lineup position. In the games he started last year, he always led off. Right now, RosterResource.com has him again leading off. If he struggles, the Dodgers have better lineup replacement options than the Rays did. His value could plummet if moves down, especially to the eighth spot.

As for De Leon’s value, the key will be how many innings he throws. With the Rays not really contending this season, he could spend quite a bit of time in the minors or be up in a couple of weeks. No one knows for sure.

Read the rest of this entry »


Mixing Fantasy & Reality: Andriese, Data Half-Life & Injury Updates

Quote of the day

“People tell me that, and I’m like, ‘Shut up.’ ” –Trea Turner when asked why he hits so many home runs and doesn’t bunt more.

 

Quick (Long) Look at Matt Andriese

Andriese intrigues me as a potential sleeper. Historically, he has never been a highly rated prospect when he was a third-round pick out of Clemson. Baseball America ranked him at the Padres 20th rated prospect (50 overall grade) in 2013 and in 2014 he was 15th in their system (50 grade again). Then the Rays traded for him where he fell off the prospect map. From his old Baseball America profiles, he was working on several pitches but nothing stood out. When Kiley McDaniel graded him in 2015, he graded him with future 45’s to 55’s but put his overall grade at 40. No one extolled his virtues when he was finally called up to the majors.

I first noticed him when his 3.30 pERA (ERA based on each pitch’s results) was quite a bit lower than his 4.37 ERA. The per pitch grade had him with a plus change (60 grade), average fastball and curve (50 grade), and below average cutter/slider (45 grade). Additionally, he showed plus-plus control with his 1.8 BB/9 which when combined with his pitch grades put him as a 55-grade (above average) pitcher. Examining his 2015 season, his pitches were graded the same except he was throwing a below average two-seamer and didn’t have as much control.

Read the rest of this entry »


Primary Repair Surgery – Returning Pitchers to the Field Faster

When pitchers injure their ulnar collateral ligament (UCL), there are very few things to be happy about. If you’re cheering for your favourite player, or your favourite team, you don’t get to see the best players compete. If you ARE the pitcher injuring your UCL, it means you don’t get to play your sport for at least a year, and you have a painstaking rehabilitation process ahead of you. Go ahead and read “The Arm” by Jeff Passan – and tell me you’d want to wish the process described by Todd Coffey and Daniel Hudson on anyone.

Tommy John Surgery is an exceptional feat of modern medicine. First being performed by the legendary Dr. Frank Jobe in the mid 70’s, this surgery allows pitchers who suffer an injury that was once career ending, to continue pitching at the highest level. Check out Jon Roegele’s Tommy John Surgery list (https://twitter.com/mlbplayeranalys) – there were no teams in the MLB in 2016 who did not employ a pitcher who once had Tommy John Surgery. Despite it no longer being a death sentence for pitching careers, it does keep pitchers out of the game for a long period of time. The average time to return from a Tommy John Surgery (or UCL reconstruction) remains between 11 and 30 months (Erickson et al., 2014).

Read the rest of this entry »