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Head and Neck Cancer: United Kingdom National Multidisciplinary Guidelines, Sixth Edition
Jarrod J. Homer, Stuart C. Winter, Elizabeth Abbey, Hiba Aga, Reshma Agrawal, Derfel ap Dafydd, Takhar Arunjit, Patrick Axon, E. Aynsley, Izhar Bagwan, Arun Batra, Donna Begg, Jonathan M. Bernstein, Guy Betts, Colin Bicknell, Brian Bisase, Grainne Brady, Peter A. Brennan, Aina Brunet, Val Bryant, Linda Cantwell, Ashish Chandra, Preetha Chengot, Melvin L.K. Chua, Peter Clarke, Gemma Clunie, Margaret Coffey, Clare Conlon, David I. Conway, Florence Cook, Matthew Cooper, Declan Costello, Benjamin Cosway, N.J.A. Cozens, Grant Creaney, Daljit Gahir, Stephen Damato, Joe Davies, Katharine Davies, Alina Dragan, Yong Du, Mark Edmond, Stefano Fedele, Harriet Finze, Jason C. Fleming, Bernadette Foran, Beth Fordham, Mohammed M A S Foridi, Lesley Freeman, Katherine Frew, Pallavi Gaitonde, Victoria Gallyer, Fraser W. Gibb, Sinclair Gore, Mark Gormley, Roganie Govender, Joanne Greedy, Teresa Guerrero Urbano, Dorothy M. Gujral, David W. Hamilton, John Hardman, Kevin J. Harrington, Deborah Howland, Keith D. Hunter, Kate Ingarfield, Richard Irving, Kristina Isand, Yatin Jain, Sachin Jauhar, Sarra Jawad, Glyndwr Jenkins, Anastasios Kanatas, Stephen Keohane, Cyrus Kerawala, William Keys, Emma V. King, Anthony Kong, Fiona Lalloo, Kirsten Laws, Samuel Leong, Shane Lester, Miles Levy, Ken Lingley, Gitta Madani, Navin Mani, Paolo Matteucci, Catriona R Mayland, James McCaul, Lorna McCaul, Pádraig McDonnell, Andrew McPartlin, Valeria Mercadante, Zoe Merchant, Radu Mihai, Mufaddal Moonim, John P. Moore, Paul Nankivell, Sonali Natu, Annmarie Nelson, Pablo Nenclares, Kate Newbold, Carrie Newland, Ailsa Nicol, Iain J. Nixon, Rupert Obholzer, James O’Hara, Sarah Orr, Vinidh Paleri, James Palmer, Rachel Parry, Claire Paterson, Gillian Patterson, Joanne Patterson, Miranda Payne, Laura Pearson, David Poller, Jonathan Pollock, Stephen Porter, Matthew Potter, Robin Prestwich, Ruth Price, Mani Ragbir, Meena Satish Ranka, Max Robinson, Justin Roe, Tom Roques, Aleix Rovira, Sajid Sainuddin, I Salmon, Ann Sandison, Andy Scarsbrook, Andrew Schache, Angela Scott, Diane Sellstrom, Cherith Semple, Jagrit Shah, Praveen Sharma, Richard Shaw, Somiah Siddiq, Priyamal Silva, Ricard Simó, Rabin P Singh, Maria L. Smith, R.P. Smith, Toby O. Smith, Sanjai Sood, Francis W Stafford, Neil Steven, Kay Stewart, Lisa Stoner, Steve Sweeney, Andrew Sykes, Carly Taylor, Selvam Thavaraj, David Thomson, Jane S Thornton, Neil Tolley, Nancy Turnbull, Sriram Vaidyanathan, Leandros Vassiliou, John Waas, Kelly Wade-Mcbane, Donna Wakefield, Amy Ward, Laura Warner, Laura‐Jayne Watson, Hugh G. Watts, Christina Wilson, Winson Wong, Chui-Yan Yip, Kent Yip
Bibliographic record
VenueThe Journal of Laryngology & Otology · 2024
Typearticle
Languageen
FieldMedicine
TopicHead and Neck Cancer Studies
Canadian institutionsUniversity Hospital FoundationSt. Thomas Hospital
FundersNational Institute of Dental and Craniofacial ResearchNational Cancer InstituteMedical Research CouncilMinistero della SaluteUniversität BremenUniversity of PittsburghEuropean CommissionCanadian Cancer Society Research InstituteNational Institutes of HealthCancer Research UKCanadian Institutes of Health ResearchNational Institute for Health and Care ResearchCompagnia di San Paolo
KeywordsMultidisciplinary approachHead and neckHead and neck cancerMedicineFamily medicineCancerLibrary sciencePolitical scienceSurgeryComputer scienceInternal medicineLaw
Abstract
No abstract in any covered source. Its absence is recorded, not treated as a negative.
No abstract. This is not a gap in this database; OpenAlex has none either. 23.3% of the frame is in this state, and the screen finds HALF as much metaresearch here, so the absence is a measured bias rather than a missing field.
How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.356
Threshold uncertainty score0.314
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
Opus teacher head0.077
GPT teacher head0.406
Teacher spread0.330 · how far apart the two teachers sit on this one work
Validation status
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreEmpirical
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".
Quick stats
Citations50
Published2024
Admission routes2
Has abstractno