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Variation in the surgical management of complicated diverticulitis: a cross-sectional study of European surgeons
Bright Huo, L Massey, Georgios Seitidis, Dimitris Mavridis, Stavros A. Antoniou, Agostino Falcone, Aidan Bannon, Alan Biloslavo, Alberto Arezzo, Alberto Biondi, Alberto Sartori, Aleix Martínez‐Pérez, Alessandro Bergna, Alessandro Mazzotta, Alessia Fassari, Alessio Giordano, Alessio Lucarini, Alexandros Chamzin, Alexandros A. Karamanlidis, Ali Yasen Mohamedahmed, Amir Tursunović, Andrea Balla, Andrea Bottari, Andrea Lucchi, Andrea Pierre Luzzi, Andrea Zanoni, Anna Guariniello, Antoine Thicopé, Antonio Pesce, Aristotelis Kechagias, Arpád Panyko, Asım Çingi, Asma Afzal, Athanasios Syllaios, Audrius Dulskas, Beatrice Molteni, Beniamino Pascotto, Biagio Casagranda, Biagio Picardi, Bruno Nardo, Christos Kontovounisios, Carlotta Ferretti, Chitoran Elena, Christos Chouliaras, Christos Dimitriou, Cosmin Nicolescu, Dan Amroch, Dan-Eduard Giuvara, Daniel Clerc, Daniel Krstic, Daniel Moritz Felsenreich, Daniele Delogu, Dario Bono, Deepak Singh‐Ranger, Diego Coletta, Dimitri J. Pournaras, Dimitrios Kehagias, Dimitrios Linardoutsos, Dimitrios Ntourakis, Dirk R. Bulian, Parth Bhavesh Gada, Dušan Leško, Elissavet Anestiadoy, Elena Toma, Elena Schembari, Elif Çolak, Elisa Reitano, Erica Monati, Eva B. Deerenberg, Evgeni Dimitrov, Fabio Cavallo, Federico Maggi, Ferdinando Agresta, Filippo Carannante, Florin Iordache, Francesca Cabry, Francesca Vescio, Francesco Feroci, Francesco Marchegiani, Francesco Pata, Francesco Roscio, Grigoris Chatzimavroudis, George Theodoropoulos, Georgia Dedemadi, Georgia Kotoreni, Georgios Koukoulis, Georgios Tzikos, Giacomo Deiro, Gianluca Pellino, Gil Faria, Giorgio Giraudo, Giovanni Guglielmo Laracca, Giovanni Merola, Giovanni Domenico Tebala, Giulia Montori, Giulia Vitiello, Giulio Iacob, Giuseppe Frazzetta, Giuseppe Giuliani, Giuseppe Massimiliano De Luca, Hannes Hoi, I. Galanis, Ionut Negoi, Jacobo Trébol, Jonas Jurgaitis, Konstantinos G. Alexiou, Konstantinos Perivoliotis, Konstantinos Tsimogiannis, Koray Topgül, Laura Antolino, Laura Fortuna, Nicoleta Leopa, Leopoldo Salvatierra, Linda Kokaine, Lodovico Sartarelli, Lorenzo Gozzini, Luca Ghirardelli, Luigi Eduardo Conte, Luigi Marano, Luis Tallón‐Aguilar, László Harsányi, Mutter Didier, Mandi Draga-Maria, Manuela Mastronardi, Marco Inama, Maria Irene Bellini, Marianna Capuano, Marika Morabito, Marius Distler, Marta Penna, Marta Saverino, Martin Svoboda, Martina Ceolin, Matei Răzvan Bratu, Mauro Podda, Maximos Frountzas, Mert Tanal, Michael E. Kelly, Michele Ammendola, Mihai-Stefan Muresan, Mijatovic Srdjan, Miljan Ćeranić, Mirko Barone, Mohamed Abuahmed, Mohamed Issa, Mustafa Yener Uzunoğlu, M Aremu, Nathan Curtis, Neil Smart, Natália Yasmin Elisiário Barreto da Silva, Niccolò Petrucciani, Nicola Leone, N. Katev, Ömer Yalkın, Orestis Ioannidis, Antonia Rizzuto, Panagiotis Kapsampelis, Panagiotis Laïnas, Paolo Panaccio, Paolo Ubiali, Patricia Tejedor, Pedro Botelho, Petar Milić, Piotr Kalinowski, Piotr Major, P. M. Daniel, Radosław Pach, Rajesh Chidambaranath, Raju Pareek, Raquel Sánchez Santos, Renan Carlo Colombari, Roberto Cammarata, Sadhasivam Ramasamy, Salvatore Barbaro, Sangara Narayanasamy, Sara Capoccia Giovannini, Sebastián Jerí‐McFarlane, Sem F. Hardon, Serhat Meric, Silvio Caringi, Laurențiu Simion, Stavros P. Papadakos, Stavroula Papaeleftheriou, Stefano Olmi, Stefano Piero Bernardo Cioffi, T V Aktokmakyan, Tania Triantafyllou, Tarig Abdelhafiz, Thawatchai Akaraviputh, Thomas Carus, Tommaso Fontana, Vaihere Delaune, Valentin Calu, Valeriu Şurlin, Vasil Kyosev, Vasile Liviu, Víctor Turrado-Rodriguez, Vincenzo Vigorita, Yan Mei Goh
Bibliographic record
VenueSurgical Endoscopy · 2024
Typearticle
Languageen
FieldMedicine
TopicDiverticular Disease and Complications
Canadian institutionsMcMaster UniversityHamilton General Hospital
Fundersnot available
KeywordsMedicineDiverticulitisGeneral surgeryDescriptive statisticsSurgery
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)0.000
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: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.094
Threshold uncertainty score0.309
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 | 0.001 |
| 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 head0.031
GPT teacher head0.328
Teacher spread0.298 · 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 designObservational
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
Citations4
Published2024
Admission routes1
Has abstractno