Leveraging machine learning techniques for image classification and revealing social media insights into human engagement with urban wild spaces by Haider Khalid, Marcus J. Collier

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Machine learning algorithms reveal the secrets of mitochondrial dynamics by Jack J Collier, Robert W Taylor

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Seagrass proliferation precedes mortality during hypo-salinity events: a stress-induced morphometric response. by Catherine J Collier, Cecilia Villacorta-Rath, Kor-jent van Dijk, Miwa Takahashi, Michelle Waycott

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Emerging roles of ATG7 in human health and disease by Jack J Collier, Fumi Suomi, Monika Oláhová, Thomas G McWilliams, Robert W Taylor

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Realizing multispecies justice through a capability approach to promote nature-based solutions by Melissa Pineda-Pinto, Mick Lennon, Christopher Kennedy, Mairéad O’Donnell, Erik Andersson, Katinka Wijsman, Marcus J. Collier

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Assessing changes to the fecal microbiota in dogs undergoing elective orthopedic surgery: A preliminary investigation by Allison J. Collier, Diego E. Gomez, Melissa A. MacIver, Adronie Verbrugghe, J. Scott Weese, Shauna L. Blois

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A standardized MRI phantom for dissolved phase 129Xe MRI by Max Filkins, Arthur Harrison, Guilhem J. Collier, Graham Norquay, Jim M. Wild, Sean P. Rigby, Galina E. Pavlovskaya, Thomas Meersmann

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A framework for modelling whole-lung and regional transfer factor of the lung for carbon monoxide using hyperpolarised xenon-129 lung magnetic resonance imaging by Jemima H. Pilgrim-Morris, Laurie J. Smith, Helen Marshall, Bilal A. Tahir, Guilhem J. Collier, Neil J. Stewart, Jim M. Wild

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Network analysis reveals distinct clinical syndromes underlying acute mountain sickness. by David P Hall, Ian J C MacCormick, Alex T Phythian-Adams, Nina M Rzechorzek, David Hope-Jones, Sorrel Cosens, Stewart Jackson, Matthew G D Bates, David J Collier, David A Hume, Thomas Freeman, A A Roger Thompson, John Kenneth Baillie

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COVIDTrach: a prospective cohort study of mechanically ventilated patients with COVID-19 undergoing tracheostomy in the UK by A Thompson, S Wilkinson, N Kumar, G Wong, J Smith, F Franco, P Smith, A Wilson, S Ghosh, S Shepherd, A Kumar, R Brown, D Williams, M Griffiths, J Sen, M Roberts, A McGrath, D Kumar, A Walker, A Gupta, N Sharma, P Shah, M Kumar, H Jones, P Paul, I Gonzalez, A Shah, V Srinivasan, M Kelly, P Surda, K Valchanov, S Saha, R Bentley, C Hall, J Ng, C Pearce, R Harris, H Wilson, N Amin, J Phillips, D Park, C Jennings, L Wren, B McGrath, D Walker, J Ahmed, S Menon, N Jain, R Mistry, E Jackson, W Rutherford, E France, S Mahalingam, C Hogan, A Burns, T Exall, J Rodrigues, C Xie, M Rouhani, E Paramasivam, A WILLIAMSON, K STEELE, D Dawson, S Linton, M Cameron, S Biswas, S Hodges, J Collier, J Collins, S Bennett, T Ali, N Bhatti, S Suresh, J Williamson, G Ambler, C Cook, D Baker, J Bates, J Blair, P Mukherjee, A Howard, B Cosway, M Anwar, S Fang, S Meghji, H Griffiths, M Keil, F GREEN, K Hussain, A Schache, C Lockie, S Winter, J Westwood, A Hormis, P Ward, C Walker, G Sandhu, T Davies, A Lloyd, L Linhartova, C SPENCER, A Courtney, L Bates, T Martín, T Tatla, L Ritchie, P Gill, S Shannon, A Arora, R Pinto, H Turner, J Whittaker, E Warner, L Leach, A Menon, J Higginson, G Warner, A Balfour, F Cooper, A Li, S Berry, R Gohil, M Celinski, J McEwan, E Riley, S Webster, I Ahmad, M Idle, K Jolly, S Burrows, S Parmar, B Morris, A Arya, S Mustafa, E Tam, D Chakravarty, M De, A Daudia, B Tehan, R Temple, J Broad, P Andrews, D Pennell, C Smart, R D’Souza, P Praveen, DJ Lin, M Osborne, A Coombs, T Hunt, M Singer, C Smyth, R Saha, G Walton, P Bishop, U Sheikh, R O'Brien, R Bhandari, A Rovira, S Sanyal, E Yeung, A Tse, N Lawrence, P Stimpson, H Saeed, K Fan, M Ashcroft, T Jacob, J Hadley, K Goodwin, Z Abdi, D Nair, B Hill, D Whitmore, N Macartney, P Sykes, N Mercer, R Sykes, S Siddiq, Nick JI Hamilton, AGM Schilder, MM George, GM Jama, J Goulder, C Schilling, S Laha, MA Birchall, NS Tolley, P Nankivell, O Breik, P Pracy, J Osher, C Huppa, P Stenhouse, F Ryba, EK Bhargava, D Ranford, A Takhar, C Tornari, M Verkerk, C Al-Yaghchi, M Jaafar, N Cereceda-Monteoliva, A Holroyd, K Ghufoor, H O'Mahony, H Drewery, A Mulcahy, T Magos, I Balasundaram, M Heliotis, A Loizidou, D York, R Exley, KA Solanki, P Kirticumar, A Shirazian, Y Bhatt, R Natt, N Banga, K Dhadwal, I Ekpemi, R Roplekar-Bance, N Glibbery, K Karamali, T Munroe-Gray, P Sethukumar, R Vasanthan, H Lee-Six, B Misztal, S Millington, M Musalia, A Cardozo, M Dunbobbin, S Shahidi, M Chachlani, J Fussey, M Misurati, S Ashok, H Aboulgheit, S Khwaja, R Anmolsingh, B Al-Dulaimy, E Omakobia, T Browning, L Lignos, P Twose, J Heyman, D Kathwadia, T Hwara, O Judd, W Parker, TP Davis, T Stubington, H Koumoullis, E Willcocks, L Skelly, G Dempsey, K Liatsikos, B Borgatta, A Glossop, V Politidis, D Dhariwal, A Kara, G Tattersall, W Udall, P Kirkland, J Staufenberg, H Buglass, NW Wahid, A Amlani, P Deutsch, K Markham, O Barker, A Easthope, S Glaze, D Bondin, D Thorley, K Kapoor, S Sirajuddin, F van Damme, O Mattoo, E Kershaw, S Dewhurst, S Blakeley, C Chivers, L Lindsey, R Glore, H Cunniffe, D Moult, D Zolger, J Bakmanidis, S Kandiah, A Pericleous, R Sheikh, U Nagalotimath, E El-Tabal, S Ghaffar, M Dallison, E Leakey, O Sanders, A Gomati, L Moir, CB Groba, C Davies-Husband, N Seymour, R Lovett, J Lunn, A Armson, K Hilliard, S Ladan, P Tsirevelou, V Ratnam, A Muddaiah, J Coakes, R Borg, A Tsagkovits, O Mulla, N Stobbs, D Pratap, Z Ghani, J Rocke, S Snape, A Hassaan, S Beckett, R Siau, C Lamont, C Blore, D Zakai, R Moorthy, P Bothma, A Syndercombe, N Keates, M Junaid, T Antonio, A Vijendren, V Venkatachalam, M Lechner, D Chandrasekharan, J Whiteside, S Dennis, A Eldahshan, H Paw, M Colomo-Gonzalez, N Mani, B Ranganathan, N Amiruddin, A Sladkowski, AK Abou-Foul, S Kishwan, P Naredla, A Al-Ajami, S Okhovat, E Carey, N Vallabh, A. Alatsatianos, R Townsley

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