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Scientific Business Abstracts
Faye A. H. Cooles, Gemma Vidal‐Pedrola, Najib Naamane, Arthur G. Pratt, Ben Barron‐Millar, Amy E. Anderson, Catharien M. U. Hilkens, John Casement, Vincent Bondet, Darragh Duffy, Fan Zhang, Ruchi Shukla, John T. Isaacs, Martin Little, Miranda Payne, Nicholas Coupe, Benjamin P. Fairfax, Chelsea Taylor, Sophie MacKay, Gusztav Milotay, Saskia Bos, Bethany Hunter, David A. McDonald, George Merces, Pauline Pradère, Joaquim Majó Fernández, Julian Pulle, Arno Vanstapel, Bart Vanaudenaerde, Robin Vos, Andrew Filby, Andrew J. Fisher, Jack Collier, James Lambton, Fumi Suomi, Magali Prigent, Claire Guissart, Daniel Erskine, Agata Rozanska, Thomas J. McCorvie, Aurélien Trimouille, Aliza Imam, Emma Hobson, Helen McCullagh, Eirik Frengen, Doriana Misceo, Anna Bjerre, Marie Falkenberg Smeland, Claus Klingenberg, Fowzan S. Alkuraya, Robert McFarland, Wyatt W. Yue, Renaud Legouis, Michel Kœnig, Majlinda Lako, Thomas G. McWilliams, Monika Oláhová, Rob Taylor, William G. Newman, Rob Harkness, J.R. McDermott, Kay Metcalfe, Naz Khan, William L. Macken, Robert D. S. Pitceathly, Christopher J. Record, Reza Maroofian, Ataf Sabir, Saikat Santra, Jill Urquhart, Leigh Demain, Helen L. Byers, Glenda M. Beaman, Enise Avcı Durmuşalioğlu, Tahir Atık, Esra Işık, Özgür Çoğulu, Janine Reunert, Thorsten Marquardt, Lukáš Ryba, Rebecca Buchert, Tobias B. Haack, Petra Laššuthová, Kiran Polavarapu, Hanns Lochmüller, Rita Horváth, Peter Jamieson, Mary M. Reilly, Ray O'Keefe, Róisín M. Boggan, Yi Shiau Ng, Imogen G. Franklin, Emma L. Blakely, Boriana Büchner, Enrico Bugiardini, Kevin Colclough, Catherine Feeney, Michael G. Hanna, Andrew T. Hattersley, Thomas Klopstock, Cornelia Kornblum, Michelangelo Mancuso, Kashyap Patel, Chiara Pizzamiglio, Holger Prokisch, Jochen Schäfer, Andrew M. Schaefer, Maggie Shepherd, Annemarie Thaele, Rhys H. Thomas, Douglass M. Turnbull, Gráinne S. Gorman, Cathy E. Woodward, Heather J. Cordell, Sarah J. Pickett, Christo Tsilifis, Mark S. Pearce, Andrew R. Gennery, Ann K. Daly, Rebecca Darlay, Michalina Zatorska, Sarah Worthington, Quentin M. Anstee, Helen L. Reeves, Salem Nizami, João Maurício-Muir, Misti McCain, Ranjeet Singh, James Wordsworth, Marcello Kadharusman, Robyn Watson, Steven Masson, Stuart McPherson, Alastair D. Burt, Peter Littler, Jérémie Nsengimana, Sylvia Zhang, Derek A. Mann, David Jamieson, Jack Leslie, Caroline Wilson, J F Betts, Iain D. Croall, Nigel Hoggard, Joshua Bennett, Kieren G. Hollingsworth, Maha Egail, Valeria Di Leo, Robert W. Taylor, Richard Dodds, Avan Aihie Sayer, John D. Isaacs, Celeste McCracken, Dorina-Gabriela Condurache, Liliána Szabó, Hussein Elghazaly, Fiona M Walter, Adam W. Meade, Ronjon Chakraverty, Nicholas C. Harvey, Charlotte Manisty, Steffen E. Petersen, Stefan Neubauer, Zahra Raisi‐Estabragh, Lowri Allen, Peter Taylor, Annelie Carlsson, William Hagopian, Emma Hedlund, Anita Hill, Angus G. Jones, Johnny Ludvigsson, Suna Önengüt-Gümüşcü, María J. Redondo, Stephen S. Rich, Kathleen M. Gillespie, Colin Dayan, Richard J. Oram, Anastasia Resteu, Kristy Wonders, Jörn M. Schattenberg, Beate K. Straub, Mattias Ekstedt, Annalisa Berzigotti, Andreas Geier, Sven Francque, Ann Driessen, Jérôme Boursier, Hannele Yki‐Järvinen, Johanna Arola, Guruprasad P. Aithal, Adriaan G. Holleboom, Joanne Verheij, Carla Yunis, Aldo Trylesinski, George Papatheodoridis, Salvatore Petta, Manuel Romero‐Gómez, Valérie Paradis, Jennifer Kirsty Burton, Giorgio Ciminata, Claudia Geue, Emily K. Glover, Mychel Morais, Gary Reynolds, Laura Denby, Simi Ali, Rachel Lennon, Neil Sheerin, Freda Yang, Nazanin Zounemat Kermani, Piers Dixey, Ian M. Adcock, Chloë I. Bloom, Kian Fan Chung, Olivier Govaere, Megan Hasoon, Leigh Alexander, Simon Cockell
Bibliographic record
VenueQJM · 2024
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicDiverse Scientific and Economic Studies
Canadian institutionsChildren's Hospital of Eastern OntarioMcGill UniversityMontreal Neurological Institute and Hospital
FundersMedical Research CouncilNewcastle UniversityNational Institute for Health and Care Research
KeywordsBusiness
Abstract
International audience
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.520
Threshold uncertainty score0.993
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 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 | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.008 | 0.135 |
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 head0.051
GPT teacher head0.210
Teacher spread0.159 · 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; both teacher heads agree on what is shown here.
Study designNot applicable
Domainnot available
GenreOther
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
Citations0
Published2024
Admission routes1
Has abstractyes