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A supervised machine learning approach for predicting the need for postsurgical intervention in acromegaly.

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Title: A supervised machine learning approach for predicting the need for postsurgical intervention in acromegaly.
Authors: Shinya Y; 1Department of Neurologic Surgery, Mayo Clinic, Rochester, Minnesota.; 2Department of Neurosurgery, The University of Tokyo Hospital, Bunkyo-ku, Tokyo, Japan., Ghaith AK; 1Department of Neurologic Surgery, Mayo Clinic, Rochester, Minnesota., Hong S; 1Department of Neurologic Surgery, Mayo Clinic, Rochester, Minnesota.; 2Department of Neurosurgery, The University of Tokyo Hospital, Bunkyo-ku, Tokyo, Japan., Herndon JS; 3Department of Medicine, Division of Endocrinology, Diabetes, and Nutrition, Mayo Clinic, Rochester, Minnesota; and., Palit SR; 1Department of Neurologic Surgery, Mayo Clinic, Rochester, Minnesota., Erickson D; 3Department of Medicine, Division of Endocrinology, Diabetes, and Nutrition, Mayo Clinic, Rochester, Minnesota; and., Bancos I; 3Department of Medicine, Division of Endocrinology, Diabetes, and Nutrition, Mayo Clinic, Rochester, Minnesota; and., Saez-Alegre M; 1Department of Neurologic Surgery, Mayo Clinic, Rochester, Minnesota., Morshed RA; 1Department of Neurologic Surgery, Mayo Clinic, Rochester, Minnesota., Pinheiro Neto C; 4Department of Otolaryngology-Head and Neck Surgery, Mayo Clinic, Rochester, Minnesota., Meyer FB; 1Department of Neurologic Surgery, Mayo Clinic, Rochester, Minnesota., Atkinson JLD; 1Department of Neurologic Surgery, Mayo Clinic, Rochester, Minnesota., Van Gompel JJ; 1Department of Neurologic Surgery, Mayo Clinic, Rochester, Minnesota.; 4Department of Otolaryngology-Head and Neck Surgery, Mayo Clinic, Rochester, Minnesota.
Source: Neurosurgical focus [Neurosurg Focus] 2025 Jul 01; Vol. 59 (1), pp. E10.
Publication Type: Journal Article; Multicenter Study
Journal Info: Publisher: American Association of Neurological Surgeons Country of Publication: United States NLM ID: 100896471 Publication Model: Print Cited Medium: Internet ISSN: 1092-0684 (Electronic) Linking ISSN: 10920684 NLM ISO Abbreviation: Neurosurg Focus Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Shinya+Y%22">Shinya Y</searchLink>; 1Department of Neurologic Surgery, Mayo Clinic, Rochester, Minnesota.; 2Department of Neurosurgery, The University of Tokyo Hospital, Bunkyo-ku, Tokyo, Japan.<br /><searchLink fieldCode="AU" term="%22Ghaith+AK%22">Ghaith AK</searchLink>; 1Department of Neurologic Surgery, Mayo Clinic, Rochester, Minnesota.<br /><searchLink fieldCode="AU" term="%22Hong+S%22">Hong S</searchLink>; 1Department of Neurologic Surgery, Mayo Clinic, Rochester, Minnesota.; 2Department of Neurosurgery, The University of Tokyo Hospital, Bunkyo-ku, Tokyo, Japan.<br /><searchLink fieldCode="AU" term="%22Herndon+JS%22">Herndon JS</searchLink>; 3Department of Medicine, Division of Endocrinology, Diabetes, and Nutrition, Mayo Clinic, Rochester, Minnesota; and.<br /><searchLink fieldCode="AU" term="%22Palit+SR%22">Palit SR</searchLink>; 1Department of Neurologic Surgery, Mayo Clinic, Rochester, Minnesota.<br /><searchLink fieldCode="AU" term="%22Erickson+D%22">Erickson D</searchLink>; 3Department of Medicine, Division of Endocrinology, Diabetes, and Nutrition, Mayo Clinic, Rochester, Minnesota; and.<br /><searchLink fieldCode="AU" term="%22Bancos+I%22">Bancos I</searchLink>; 3Department of Medicine, Division of Endocrinology, Diabetes, and Nutrition, Mayo Clinic, Rochester, Minnesota; and.<br /><searchLink fieldCode="AU" term="%22Saez-Alegre+M%22">Saez-Alegre M</searchLink>; 1Department of Neurologic Surgery, Mayo Clinic, Rochester, Minnesota.<br /><searchLink fieldCode="AU" term="%22Morshed+RA%22">Morshed RA</searchLink>; 1Department of Neurologic Surgery, Mayo Clinic, Rochester, Minnesota.<br /><searchLink fieldCode="AU" term="%22Pinheiro+Neto+C%22">Pinheiro Neto C</searchLink>; 4Department of Otolaryngology-Head and Neck Surgery, Mayo Clinic, Rochester, Minnesota.<br /><searchLink fieldCode="AU" term="%22Meyer+FB%22">Meyer FB</searchLink>; 1Department of Neurologic Surgery, Mayo Clinic, Rochester, Minnesota.<br /><searchLink fieldCode="AU" term="%22Atkinson+JLD%22">Atkinson JLD</searchLink>; 1Department of Neurologic Surgery, Mayo Clinic, Rochester, Minnesota.<br /><searchLink fieldCode="AU" term="%22Van+Gompel+JJ%22">Van Gompel JJ</searchLink>; 1Department of Neurologic Surgery, Mayo Clinic, Rochester, Minnesota.; 4Department of Otolaryngology-Head and Neck Surgery, Mayo Clinic, Rochester, Minnesota.
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  Data: <searchLink fieldCode="JN" term="%22100896471%22">Neurosurgical focus</searchLink> [Neurosurg Focus] 2025 Jul 01; Vol. 59 (1), pp. E10.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22American+Association+of+Neurological+Surgeons%22">American Association of Neurological Surgeons </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>100896471 <i>Publication Model: </i>Print <i>Cited Medium: </i>Internet <i>ISSN: </i>1092-0684 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2210920684%22">10920684 </searchLink><i>NLM ISO Abbreviation: </i>Neurosurg Focus <i>Subsets: </i>MEDLINE
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              Text: 2025 Jul 01
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