Deep Learning Versus LASSO-Based Machine Learning for 1-Year Survival After Surgery for Spinal Metastases

Sadayuki Ito, Hiroaki Nakashima, Naoki Segi, Jun Ouchida, Yuki Shiratani, Akinobu Suzuki, Hidetomi Terai, Takaki Shimizu, Kenichiro Kakutani, Yutaro Kanda, Hiroyuki Tominaga, Ichiro Kawamura, Masayuki Ishihara, Masaaki Paku, Yohei Takahashi, Toru Funayama, Kousei Miura, Eiki Shirasawa, Hirokazu Inoue, Atsushi Kimura, Takuya Iimura, Hiroshi Moridaira, Hideaki Nakajima, Shuji Watanabe, Koji Akeda, Norihiko Takegami, Kazuo Nakanishi, Hirokatsu Sawada, Koji Matsumoto, Masahiro Funaba, Hidenori Suzuki, Haruki Funao, Tsutomu Oshigiri, Takashi Hirai, Bungo Otsuki, Kazu Kobayakawa, Koji Uotani, Hiroaki Manabe, Shinji Tanishima, Ko Hashimoto, Chizuo Iwai, Daisuke Yamabe, Akihiko Hiyama, Shoji Seki, Yuta Goto, Masashi Miyazaki, Kazuyuki Watanabe, Toshio Nakamae, Takashi Kaito, Narihito Nagoshi, Satoshi Kato, Kota Watanabe, Shiro Imagama, Gen Inoue, Takeo Furuya

Open source

DOI: 10.1097/brs.0000000000005843
Published: 2026-08-26
Container: Spine
Publisher: Ovid Technologies (Wolters Kluwer Health)
Open access: unknown

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Cite this work

BibTeX

@article{allodium:10.1097/brs.0000000000005843,
  title = {Deep Learning Versus LASSO-Based Machine Learning for 1-Year Survival After Surgery for Spinal Metastases},
  author = {Sadayuki Ito and Hiroaki Nakashima and Naoki Segi and Jun Ouchida and Yuki Shiratani and Akinobu Suzuki and Hidetomi Terai and Takaki Shimizu and Kenichiro Kakutani and Yutaro Kanda and Hiroyuki Tominaga and Ichiro Kawamura and Masayuki Ishihara and Masaaki Paku and Yohei Takahashi and Toru Funayama and Kousei Miura and Eiki Shirasawa and Hirokazu Inoue and Atsushi Kimura and Takuya Iimura and Hiroshi Moridaira and Hideaki Nakajima and Shuji Watanabe and Koji Akeda and Norihiko Takegami and Kazuo Nakanishi and Hirokatsu Sawada and Koji Matsumoto and Masahiro Funaba and Hidenori Suzuki and Haruki Funao and Tsutomu Oshigiri and Takashi Hirai and Bungo Otsuki and Kazu Kobayakawa and Koji Uotani and Hiroaki Manabe and Shinji Tanishima and Ko Hashimoto and Chizuo Iwai and Daisuke Yamabe and Akihiko Hiyama and Shoji Seki and Yuta Goto and Masashi Miyazaki and Kazuyuki Watanabe and Toshio Nakamae and Takashi Kaito and Narihito Nagoshi and Satoshi Kato and Kota Watanabe and Shiro Imagama and Gen Inoue and Takeo Furuya},
  year = {2026},
  journal = {Spine},
  doi = {10.1097/brs.0000000000005843},
  url = {https://doi.org/10.1097/brs.0000000000005843}
}

RIS

TY  - JOUR
TI  - Deep Learning Versus LASSO-Based Machine Learning for 1-Year Survival After Surgery for Spinal Metastases
AU  - Sadayuki Ito
AU  - Hiroaki Nakashima
AU  - Naoki Segi
AU  - Jun Ouchida
AU  - Yuki Shiratani
AU  - Akinobu Suzuki
AU  - Hidetomi Terai
AU  - Takaki Shimizu
AU  - Kenichiro Kakutani
AU  - Yutaro Kanda
AU  - Hiroyuki Tominaga
AU  - Ichiro Kawamura
AU  - Masayuki Ishihara
AU  - Masaaki Paku
AU  - Yohei Takahashi
AU  - Toru Funayama
AU  - Kousei Miura
AU  - Eiki Shirasawa
AU  - Hirokazu Inoue
AU  - Atsushi Kimura
AU  - Takuya Iimura
AU  - Hiroshi Moridaira
AU  - Hideaki Nakajima
AU  - Shuji Watanabe
AU  - Koji Akeda
AU  - Norihiko Takegami
AU  - Kazuo Nakanishi
AU  - Hirokatsu Sawada
AU  - Koji Matsumoto
AU  - Masahiro Funaba
AU  - Hidenori Suzuki
AU  - Haruki Funao
AU  - Tsutomu Oshigiri
AU  - Takashi Hirai
AU  - Bungo Otsuki
AU  - Kazu Kobayakawa
AU  - Koji Uotani
AU  - Hiroaki Manabe
AU  - Shinji Tanishima
AU  - Ko Hashimoto
AU  - Chizuo Iwai
AU  - Daisuke Yamabe
AU  - Akihiko Hiyama
AU  - Shoji Seki
AU  - Yuta Goto
AU  - Masashi Miyazaki
AU  - Kazuyuki Watanabe
AU  - Toshio Nakamae
AU  - Takashi Kaito
AU  - Narihito Nagoshi
AU  - Satoshi Kato
AU  - Kota Watanabe
AU  - Shiro Imagama
AU  - Gen Inoue
AU  - Takeo Furuya
PY  - 2026
JO  - Spine
DO  - 10.1097/brs.0000000000005843
UR  - https://doi.org/10.1097/brs.0000000000005843
ER  -

APA

Ito, S., Nakashima, H., Segi, N., Ouchida, J., Shiratani, Y., Suzuki, A., Terai, H., Shimizu, T., Kakutani, K., Kanda, Y., Tominaga, H., Kawamura, I., Ishihara, M., Paku, M., Takahashi, Y., Funayama, T., Miura, K., Shirasawa, E., Inoue, H., Kimura, A., Iimura, T., Moridaira, H., Nakajima, H., Watanabe, S., Akeda, K., Takegami, N., Nakanishi, K., Sawada, H., Matsumoto, K., Funaba, M., Suzuki, H., Funao, H., Oshigiri, T., Hirai, T., Otsuki, B., Kobayakawa, K., Uotani, K., Manabe, H., Tanishima, S., Hashimoto, K., Iwai, C., Yamabe, D., Hiyama, A., Seki, S., Goto, Y., Miyazaki, M., Watanabe, K., Nakamae, T., Kaito, T., Nagoshi, N., Kato, S., Watanabe, K., Imagama, S., Inoue, G., & Furuya, T. (2026). Deep Learning Versus LASSO-Based Machine Learning for 1-Year Survival After Surgery for Spinal Metastases. Spine. https://doi.org/10.1097/brs.0000000000005843

Source records

crossref · retrieved 2026-09-26T16:17:39.885Z