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Effects of oxygen on post-surgical infections during an individualised perioperative open-lung ventilatory strategy: a randomised controlled trial
Carlos Ferrando, César Aldecoa, Carmen Unzueta, F. J. Belda, Julián Librero, Gerardo Tusman, Fernando Suárez-Sipmann, Salvador Peiró, Natividad Pozo, Andrea Brunelli, Ignacio Garutti, Clara Gallego, Aurelio Rodríguez, Jose I. García, Óscar Díaz‐Cambronero, Jaume Balust, Francisco Javier Redondo Calvo, Manuel de la Matta, Lucía Gallego, Javier Hernández, Pascual Martínez, Ana María Pérez, Sonsoles Leal, Enrique Alday, Pablo Monedero, Rafael González, Guido Mazzirani, Gerardo Aguilar, Manuel López-Baamonde, Ana Mugarra, Jara Torrente, Lucía Valencia, Viviana Varón, Sergio Sánchez‐García, Benigno Rodríguez, Inmaculada India, Gonzalo Azparren, Rodrigo Molina, Jesús Villar, Marina Soro, Jesús Acosta, María José Alberola, Amalia Alcón, Rosa Almajano, Carlos Álvaréz, Rafael Anaya, Cristian C. Aragón, Marta Argilaga, Blanca Arocas, Begoña Ayas, Victor Balandrón, Elizabeth Bárcena, Vanesa Berges, Maria Guillén Bermejo, Rafael Cabadas, Sergio Cabrera, Raquel Callejas, J Carbonell, Juan Carrizo, J Castillo, Pedro Charco-Mora, Ana Fanlo Colás, Lorena Colomina, Laura Cotter, Patrícia Cruz, Javier Cuervo, Gema Del Castillo, Elena del Río, Juan F. Delgado, Carlos Dexeus, Rubén Sierra Díaz, Mandalina Dinu, Alejandro Duca, Patricia Duque, Gemma Echarri, Patricia Fabra, Carmen Cagigas Fernández, Raluca Florea, Pilar Forcada, Isabel Fuentes, Cristina Garcés, S. García del Valle, Beatriz García, Esther García, María García, Mercedes García, B. Garrigues, Fernando Gil, Domingo González, Alejandro Andrés Gracia, Estefanía Gracia, Manuel Granell, Yessica Guerra, Andrea Gutiérrez, Julia Hernando, Miriam Herrero, Maite Ibáñez, Inés Imaz, Blanca Izquierdo, Ana Rosa Jurado, Noelia Lafuente, Laura Lascorz, Irene León, Antonio López‐Rueda, Daniel López-Herrera, Angels Lozano, J.M. Marcos Vidal, Graciela Martínez, Sara Martínez, Esperanza Mata, S. Martorell Matoses, Rosa Méndez, María Merino, Andrés Millaruelo, Carlos R. Molina, Berta Monleón, Omar Montenegro, José Luís Bernal Muñoz, Pablo Oliver-Forniés, Manuel Alcázar-Ortega, María Martín Palencia, Ana Parera, Ernesto Pastor Díaz de Garayo, María del Mar Pérez Gómez, David Pestaña, S. Piñol, Jaume Puig, Roger Pujol, Natividad Quesada, Ana Lourdes de Hériz Ramón, Consuelo Rego, Laura Reviriego, R Burgos Rodríguez, Blanca Romero, Esther Romero, Marta Roselló, Lucas Rovira, Lola Ruiz, Laura Huici Sancho, Francisco Sandín, Ferran Serralta, Eva Tres, Paola Valls, Laura Vaquero, Victor Vega, Laura Viguera, R. Villazala, Abigail Villena, Sara Visiedo
Bibliographic record
VenueBritish Journal of Anaesthesia · 2019
Typearticle
Languageen
FieldMedicine
TopicRespiratory Support and Mechanisms
Canadian institutionsSt. Michael's Hospital
FundersAir Liquide
KeywordsPerioperativeMedicineIntensive care medicineLungAnesthesiaRandomized controlled trialSurgeryInternal medicine
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: Randomized trial · Consensus signal: Randomized trial
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.035
Threshold uncertainty score0.724
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) | 0.001 | 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 head0.010
GPT teacher head0.275
Teacher spread0.266 · 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 designRandomized trial
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
Citations54
Published2019
Admission routes1
Has abstractno