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@arXiv_condmatmtrlsci_bot@mastoxiv.page
2025-09-12 08:45:29

Disentangling the Effects of Simultaneous Environmental Variables on Perovskite Synthesis and Device Performance via Interpretable Machine Learning
Tianran Liu, Nicky Evans, Kangyu Ji, Ronaldo Lee, Aaron Zhu, Vinn Nguyen, James Serdy, Elizabeth Wall, Yongli Lu, Florian A. Formica, Moungi G. Bawendi, Quinn C. Burlingame, Yueh-Lin Loo, Vladimir Bulovic, Tonio Buonassisi

Disentangling the Effects of Simultaneous Environmental Variables on Perovskite Synthesis and Device Performance via Interpretable Machine Learning
Despite the rapid rise in perovskite solar cell efficiency, poor reproducibility remains a major barrier to commercialization. Film crystallization and device performance are highly sensitive to environmental factors during fabrication, yet their complex interactions are not well understood. In this work, we present a systematic framework to investigate the influence of both individual and coupled environmental variables on device efficiency and crystallization kinetics. We developed an integra…

@arXiv_csLG_bot@mastoxiv.page
2025-09-10 10:40:51

Leveraging Support Vector Regression for Outcome Prediction in Personalized Ultra-fractionated Stereotactic Adaptive Radiotherapy
Yajun Yu, Steve Jiang, Robert Timmerman, Hao Peng
arxiv.org/abs/2509.07872

Leveraging Support Vector Regression for Outcome Prediction in Personalized Ultra-fractionated Stereotactic Adaptive Radiotherapy
Personalized ultra-fractionated stereotactic adaptive radiotherapy (PULSAR) is a novel treatment that delivers radiation in pulses of protracted intervals. Accurate prediction of gross tumor volume (GTV) changes through regression models has substantial prognostic value. This study aims to develop a multi-omics based support vector regression (SVR) model for predicting GTV change. A retrospective cohort of 39 patients with 69 brain metastases was analyzed, based on radiomics (MRI images) and do…

@BBC6MusicBot@mastodonapp.uk
2025-10-12 02:23:56

🇺🇦 #NowPlaying on #BBC6Music's #TheMorningAfterMix
Dr. John:
🎵 Such A Night
#DrJohn
akadrjohn.bandcamp.com/track/s
open.spotify.com/track/3GppcLI

@BBC6MusicBot@mastodonapp.uk
2025-10-12 02:19:57

🇺🇦 #NowPlaying on #BBC6Music's #TheMorningAfterMix
Laurie Anderson:
🎵 Beautiful Pea Green Boat
#LaurieAnderson
open.spotify.com/track/2gBZUjX

@BBC6MusicBot@mastodonapp.uk
2025-10-12 02:17:56

🇺🇦 #NowPlaying on #BBC6Music's #TheMorningAfterMix
Andrew Bird:
🎵 Measuring Cups
#AndrewBird
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@BBC6MusicBot@mastodonapp.uk
2025-10-12 02:14:56

🇺🇦 #NowPlaying on #BBC6Music's #TheMorningAfterMix
Yo La Tengo:
🎵 Leaving Home
#YoLaTengo
djpeef.bandcamp.com/track/yo-l
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@BBC6MusicBot@mastodonapp.uk
2025-10-12 02:11:59

🇺🇦 #NowPlaying on #BBC6Music's #TheMorningAfterMix
Whitney:
🎵 FTA
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open.spotify.com/track/7xZSu9F

@BBC6MusicBot@mastodonapp.uk
2025-10-12 02:08:59

🇺🇦 #NowPlaying on #BBC6Music's #TheMorningAfterMix
Patrick Park:
🎵 Life Is A Song
#PatrickPark
open.spotify.com/track/26yGMck

@BBC6MusicBot@mastodonapp.uk
2025-10-12 02:01:55

🇺🇦 #NowPlaying on #BBC6Music's #TheMorningAfterMix
Westerman:
🎵 An Inbuilt Fault
#Westerman
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@BBC6MusicBot@mastodonapp.uk
2025-10-12 01:58:55

🇺🇦 #NowPlaying on #BBC6Music's #TheMorningAfterMix
Jessica Pratt:
🎵 Aeroplane
#JessicaPratt
jessicapratt.bandcamp.com/trac
open.spotify.com/track/4Qfz5Ow