← Back to cohort
Hypoalbuminemia and Risk of Portal Vein Thrombosis in Cirrhosis
Roberto Cangemi, Valeria Raparelli, Giovanni Talerico, Stefania Basili, Francesco Violi, Palasciano Giuseppe, D’Alitto Felicia, Palmieri Vincenzo Ostilio, Santovito Daniela, Di Michele Dario, Croce Giuseppe, Brocco Silvia, F. Silvano, Cecchetto Lara, Bombonato Giancarlo, Bertoni Michele, Restuccia Tea, P. Andreozzi, Liguori Maria Livia, Francesco Perticone, Benedetto Caroleo, Maria Perticone, Staltari Orietta, Manfredini Roberto, De Giorgi Alfredo, Giammanco Antonina, Granito Alessandro, Sara Marinelli, Francesco Di Lorenzo, Salvi Aldo, Durante-Mangoni Emanuele, Farinaro Vincenza, Morana Ignazio, Andriulli Angelo, Ippolito Antonio, Iacobellis Angelo, N. De Grazia, Giovanni Raimondo, M R Sérgio, Irene Cacciola, Varvara Doriana, Drenaggi Davide, Sophia Silvia, Vespasiani-Gentilucci Umberto, G. Di Giovanni, Daniele Di Giovanni, Schiavone Cosima, Saverio La Francesca, Claudio Tana, Licata Anna, Soresi Maurizio, Bianchi Giovanni Battista, Carderi Isabella, Pinto Antonio, Tuttolomondo Antonino, Ferrari Giovanni, Paolo Gresele, Fierro Tiziana, Olivia Morelli, Laffi Giacomo, Romanelli Roberto Giulio, Umberto Arena, Gasbarrini Antonio, Gerardo Di Matteo, Zocco Maria Assunta, Riccardi Laura, Ainora Maria Elena, C William, Nicola Di Lorenzo, Civelli Maurizio, Frugiuele Pierluigi, Antonio Greco, Pietrangelo Antonello, Ventura Paolo, C. Di Chiara, Gaetano Serviddio, Vendemiale Gianluigi, Villani Rosanna, Vidili Gianpaolo, Di Cesare Valentina, Masala Maristella, Delitala Giuseppe, Pietro Invernizzi, Di Giovanni, Tufano Antonella, Philippe Di Francesco, Forgione Alessandra, Marco Senzolo, R. Isabel, Giannelli Gianluigi, Carla Serra, Paola Di Pietro, Mario Rizzetto, Debernardi Venon Wilma, Svegliati-Baroni Gianluca, Bergamaschi Gaetano, Michela Masotti, Carlo Maria De Filippo, Corazza Gino Roberto, Caldwell Stephen Hugh, A. De Francesco, Del Ben Maria, Napoleone Laura, Polimeni Licia, Proietti Marco, Raparelli Valeria, Raffaele De Francesco, Ruscio Eleonora, Talerico Giovanni, Toriello Filippo, Annarita Vestri
Bibliographic record
VenueGastro Hep Advances · 2024
Typearticle
Languageen
FieldMedicine
TopicLiver Disease and Transplantation
Canadian institutionsUniversity of Alberta
FundersEuropean Commission
KeywordsHypoalbuminemiaCirrhosisMedicinePortal vein thrombosisThrombosisInternal medicineCardiologyRadiology
Abstract
OpenAlex records an abstract for this work, but it could not be fetched just now.
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 score0.014
Threshold uncertainty score0.237
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 | 0.000 | 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 head0.007
GPT teacher head0.268
Teacher spread0.260 · 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
Citations5
Published2024
Admission routes1
Has abstractyes