Machine Learning Driven Prediction of Cerebrospinal Fluid Rhinorrhoea Following Endonasal Skull Base Surgery: A Multicentre Prospective Observational Study

Adrito Das,Danyal E. Khan,Danail Stoyanov,Hani Marcus,Soham Bandyopadhyay,Benjamin Schroeder,Vikesh Patel,Alice O'Donnell,Anastasios Giamouriadis,Pragnesh Bhatt,Bhaskar C. Ram,Adithya Varma,Philip Weir,Brendan Hanna,Theodore Hirst,Patrick McAleavey,Alessandro Paluzzi,Georgios Tsermoulas,Shahzada Ahmed,Wai Cheong Soon,Yasir Arafat Chowdhury,Suhaib Abualsaud,Shumail Mahmood,Paresh Naik,Zohra Haiderkhan,Rafid Al-Mahfoudh,Andrea Perera, Mircea Rus,Adam Williams, Charles Hand,Kumar Abhinav,Cristina Cernei,Aiman Dilnawaz,Richard G. Mannion,Thomas Santarius,James Tysome,Rishi Sharma,Angelos Kolias,Neil Donnelly,Ashwin Venkatesh,Caroline Hayhurst, Amr Mohamed,Benjamin Stew,Joseph Merola, Setthasorn Zhi Yang,Mahmoud Kamel,Mohammad Habibullah Khan, Sahibzada Abrar, Christopher Mckeon, Daniel McSweeney,Mohsen Javadpour,Peter Lacy,Daniel Murray,Elena Roman,Kismet Hossain-Ibrahim,David Bennett,Nathan McSorley,Adam Hounat,Patrick Statham,Mark Hughes, Alhafidz Hamdan, Caroline Scott, Jigi Moudgil-Joshi,Anuj Bahl,Anna Bjornson,Daniel Gatt,Nick Phillips,Neeraj E. Kalra,Melissa P. Bautista, Seerat Shirazi,Catherine Gilkes,Christopher Millward,Ahmad MS. Ali,Dimitris Paraskevopoulos,Jarnail Bal,Samir Matloob, Rhannon Lobo,Nigel Mendoza,Ramesh Nair,Arthur Dalton, Adarsh Nadig, Lucas Hernandez,Nick Thomas,Eleni Maratos,Jonathan Shapey,Sinan Al-Barazi,Asfand Baig Mirza,Mohamed L. Okasha,Prabhjot Singh Malhotra,Razna J. Ahmed,Neil Dorward,Joan Grieve,Parag Sayal,David Choi,Ivan Cabrilo,Hugo Layard Horsfall,Jonathan Pollock,Alireza Shoakazemi,Oscar Maccormac, Guru N. K. Amirthalingam,Andrew Martin,Simon Stapleton,Florence Hogg,Daniel Richardson, Kanna M. Gnanalingham,Omar Pathmanaban, Daniel J. Fountain,Raj Bhalla,Cathal Hannan,Annabel Chadwick,Alistair Jenkins,Claire Nicholson,Syed Shumon,Callum Allison,Graham Dow,Iain Robertson,Laurence Johann Glancz,Murugan Sitaraman,Ashwin Kumaria, Ananyo Bagchi,Simon Cudlip,Jane J. Halliday,Rory Piper,Alexandros Boukas,Meriem Amarouche,Damjan Veljanoski,Samiul Muquit,Ellie Edlmann, Haritha Maripi, Yi Wang, Mehnaz Hossain,Andrew Alalade, Syed Maroof, Pradnya Patkar,Saurabh Sinha, Showkat Mirz,Duncan Henderson,Mohammad Saud Khan,Nijaguna Mathad,Jonathan Hempenstall,Difei Wang, Pavan Marwaha,Simon Shaw,Georgios Solomou, Alina Shrestha

FRONTIERS IN ONCOLOGY（2023）

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关键词

cerebrospinal fluid leak,cerebrospinal fluid rhinorrhoea,CSF,endoscopic endonasal,skull base surgery,machine learning,ML,neural network,outcome prediction

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