Author name: Kelly Newman

study:-the-best-free-throw-shooters-share-these-biomechanical-traits

Study: The best free-throw shooters share these biomechanical traits

There’s rarely time to write about every cool science-y story that comes our way. So this year, we’re once again running a special Twelve Days of Christmas series of posts, highlighting one science story that fell through the cracks in 2020, each day from December 25 through January 5. Today: Using markerless motion capture technology to determine what makes the best free throw shooters in basketball.

Markerless motion-capture technology shows the biomechanics of free-throw shooters. Credit: Jayhawk Athletic Peformance Laboratory.

Basketball season is in full swing, and in a close game, the team that makes the highest percentage of free throws can often eke out the win. A better understanding of the precise biomechanics of the best free-throw shooters could translate into critical player-performance improvement. Researchers at the University of Kansas in Lawrence used markerless motion-capture technology to do just that, reporting their findings in an August paper published in the journal Frontiers in Sports and Active Living.

“We’re very interested in analyzing basketball shooting mechanics and what performance parameters differentiate proficient from nonproficient shooters,” said co-author Dimitrije Cabarkapa, director of the Jayhawk Athletic Performance Laboratory at the University of Kansas. “High-speed video analysis is one way that we can do that, but innovative technological tools such as markerless motion capture systems can allow us to dig even deeper into that. In my opinion, the future of sports science is founded on using noninvasive and time-efficient testing methodologies.”

Scientists are sports fans like everyone else, so it’s not surprising that a fair amount of prior research has gone into various aspects of basketball. For instance, there has been considerable debate on whether the “hot hand” phenomenon in basketball is a fallacy or not—that is, when players make more shots in a row than statistics suggest they should. A 1985 study proclaimed it a fallacy, but more recent mathematical analysis (including a 2015 study examining the finer points of the law of small numbers) from other researchers has provided some vindication that such streaks might indeed be a real thing, although it might only apply to certain players.

Some 20 years ago, Larry Silverberg and Chia Tran of North Carolina State University developed a method to computationally simulate the trajectories of millions of basketballs on the computer and used it to examine the mathematics of the free throw. Per their work, in a perfect free throw, the basketball has a 3 hertz backspin as it leaves the player’s fingertips, the launch is about 52 degrees, and the launch speed is fairly slow, ensuring the greatest probability of making the basket. Of those variables launch speed is the most difficult for players to control. The aim point also matters: Players should aim at the back of the rim, which is more forgiving than the front.

There was also a 2021 study by Malaysian scientists that analyzed the optimal angle of a basketball free throw, based on data gleaned from 30 NBA players. They concluded that a player’s height is inversely proportional to the initial velocity and optimal throwing angle, and that the latter is directly proportional to the time taken for a ball to reach its maximum height.

Graphic showing the contrast in release angles between proficient and nonproficient shooters.

Enlarge / Graphic showing the contrast in release angles between proficient and nonproficient shooters.

Jayhawk Athletic Performance Laboratory.

Cabarkapa’s lab has been studying basketball players’ performance for several years now, including how eating breakfast (or not) impacts shooting performance, and what happens to muscles when players overtrain. They published a series of studies in 2022 assessing the effectiveness of the most common coaching cues, like “bend your knees,” “tuck your elbow in,” or “release the ball as high as possible.” For one study, Cabarkapa et al. analyzed high-definition video of free-throw shooters for kinematic differences between players who excel at free throws and those who don’t. The results pointed to greater flexion in hip, knee, and angle joints resulting in lower elbow placement when shooting.

Yet they found no kinematic differences in shots that proficient players made and those they missed, so the team conducted a follow-up study employing a 3D motion-capture system. This confirmed that greater knee and elbow flexion and lower elbow placement were critical factors. There was only one significant difference between made and missed free-throw shots: positioning the forearm almost parallel with an imaginary lateral axis.

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Govee Curtain Lights review: I’m obsessed

TechRadar Verdict

Govee continues to wow, this time around with the Govee Curtain Lights, which are perfect addition to your holiday decorations. Don’t be fooled by its Christmas-wrapped marketing, however. These lights are perfect for year-round use, even when you’re just curled up in a cozy corner with a good book on a rainy day. Fair warning, though: this isn’t a cheap purchase, and the lights aren’t going to look as big as they do in Govee’s marketing images.

Pros

  • +Bright, vibrant and very customizable
  • +Surprisingly easy to set up with 3x ways to hang
  • +Light beads give them a cleaner look
  • +App control and voice command
  • +IP65 waterproof for outdoor use

Cons

  • Individual strings a little far apart
  • Lights not as big as in the product images

Smart light technology and designs just keep getting better and better, and Govee seems to be winning in that arena. The Govee Curtain Lights are another fantastic addition to our best smart lights list. And while the brand is currently promoting them as another offering in its smart Christmas light catalog, they deserve to be left up on your wall or windows – and not just ’til January, as that Taylor Swift song goes.

Truth be told, I’m kind of obsessed with the Govee Curtain Lights, and I’m not just saying that as a strong supporter of smart lights. They add a much prettier and much more romantic ambiance to any setting, whether that be my otherwise messy living room or your garden, that no other smart light – not even the recent smart string lights that recently hit the market – can replicate. 

That’s not just because these are curtain lights, made of up 20 rows of individual string lights that all hang side by side like delicate willow tree stems. Although, if I’m being perfectly honest, that really does add to their appeal. 

Basically, you don’t just get light patterns with them; you can actually create visual representations of things you see in the real world – falling leaves, pumpkin patches, Santa riding his sleigh, the face of your favorite pet, and you can do all that using your phone on the Govee app. That capability is a massive game-changer, especially to those folks who go all-out for Christmas.

They’re not just for Christmas, however. Put them up in your reading nook, and they’ll cozy up that space even more with twinkling warm lights. Set them in your dining space, and they can elevate the ambience not just for dinner parties but also during winter when morning tend to be dark and dreary.

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Philips Fidelio L4 review: rich and crisp audio quality

Almost a class-leading option

The Philips Fidelio L4 are almost at the level of the Sony WH-1000XM5 and other popular cans. They sound great and fit well, but some weird bugs let them slightly down and leave you wondering if the next revision will be the perfect pair.

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Pros

  • +Rich and crisp audio
  • +Reliable ANC
  • +Comfy build

Cons

  • Disconnection issues
  • They don’t fold
  • Not exactly stylish

I absolutely want to love the Philips Fidelio L4. In many ways, they undercut the Sony WH-1000XM5 perfectly ensuring you get something for less while still benefiting from all the features you’d want from one of the best headphones.

The problem lies in the execution. The Philips Fidelio L4 suffers from a few too many disconnection issues. When playing, it sounds fantastic. Audio is rich, vibrant, and with just the right amount of bass to ensure you don’t miss out on crisp mids and trebles. The problem is that sometimes it simply drops out and I can’t figure out why. Instinctively, it seems like wear detection could be a problem but even when disabled, the Philips Fidelio L4 would sometimes just switch off, acting like it was doing you a favor. 

It’s frustrating because the Philips Fidelio L4 are good enough that they still deserve a high rating. Besides the exceptional sound quality, there’s also up to 50 hours of battery life which easily beats the competition. A 15 minute charge gives back 14 hours which is ridiculously good going. 

For $349 / £300, the Philips Fidelio L4 are well-priced among strong competition even if they’re not the most exciting looking. You’ll love how great it sounds until it cuts out and you’re left wondering just what you did while you restart the headphones. Still, weirdly, they sound so good, it’s a little easier to forgive than maybe it should be.

  • Released in December 2023
  • Officially priced at $349 / £300

The Philips Fidelio L4 was released in December 2023 for £300. Currently available in the UK, the Philips Fidelio L4 is also set for release in the US for $349 although, at the time of writing, isn’t currently available to buy.  

The headphones are available solely in black – a fairly traditional color for headphones – so don’t go looking for fancy colorways. 

At this price point, the Philips Fidelio L4’s biggest rivals are the Sony WH-1000XM5 and the Bose QuietComfort 45, which offer very similar features but more brand recognition and as we’ll see later – more reliability too. There’s always the Apple AirPods Max if you want to spend more too.

Header Cell – Column 0Philips Fidelio L4
Drivers40mm
Active Noise CancellationYes
Battery lifeUp to 40 hours (ANC on), up to 50 hours (ANC off)
Weight330g
ConnectivityBluetooth 5.3, 3.5mm
WaterproofingNo

The Philips Fidelio L4 packs all the key features you could need. At least when they’re working nicely. The Philips headphones app guides you through the essentials. There’s wear detection, auto on/off and an adjustable EQ. The latter comes with four presets but it’s always good to be able to adjust things for yourself too. 

Other useful features include LDAC support, voice assistant functionality, spatial audio (although no head tracking), and touch controls too. Multipoint support means it’s easy to hook the cans up to multiple devices at once too – a feature that’s fast becoming an essential given how many devices I switch between on a daily basis. There’s also Bluetooth 5.3 support and a 3.5mm jack for listening to music more crisply. 

Sounds perfect, right? Yes and no. While using the Philips Fidelio L4, I found it very prone to random disconnections. I could be idly listening to a song and then suddenly, the headphones would make a couple of shutting down style sounds and do exactly that. At first, it seemed like a battery issue but I found turning off wear detection and touch controls seemed to help matters. It’s a weird one to pin down as it doesn’t seem to be entirely down to wear detection but it’s an irritant on what we’ll soon see is an otherwise exceptional pair of cans and definitely a dealbreaker. 

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