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Paediatric acute respiratory distress syndrome incidence and epidemiology (PARDIE): an international, observational study
Robinder G. Khemani, Lincoln Smith, Yolanda M. López‐Fernández, Jeni Kwok, Rica Morzov, Margaret J. Klein, Nadir Yehya, Douglas F. Willson, Martin C. J. Kneyber, Jon Lillie, Analía Fernández, Christopher J. L. Newth, Philippe Jouvet, Neal J. Thomas, Eugenia Abaleke, Kate G. Ackerman, Carlos Acuña, Michelle Adu‐Darko, Jeremy T. Affolter, Rachel Agbeko, Ahmed Al Amoudi, Ahmad Alahmadti, Nedaa Aldairi, Omar Alibrahim, Kiona Y. Allen, Christine Allen, Awni Al‐Subu, María Althabe, Jimena Alvear, Ayşe Berna Anıl, Heather Anthony, Angela Aramburo, David Arjona Villanueva, Neda Ashtari, Antonio Ávila Vera, P S Baines, Melissa Bales, Samantha Barr, Dana Barry, Florent Baudin, John Beca, Holly Belfield, Fernando Beltramo, Laura Benken, Anoopindar Bhalla, Andrea Blom, Priscila Botta, Pierre Bourgoin, Marta Brezmes, George Briassoulis, Armelle Bridier, Joe Brierley, Sònia Brió Sanagustín, Elizabeth G. Broden, Warwick Butt, Kris Bysani, Cristina Camilo, Anna Camporesi, Santiago Campos-Miño, Fulya Kamit Can, Patricia Capocasa, Daniel Caro, Christopher L. Carroll, Pablo Castellani, Andrés Castillo, Yang Chen, Ranjit S. Chima, Fabrizio Chiusolo, Karina Cinquegrani, Bria M. Coates, Álvaro Coronado Muñoz, Ambar Cortéz, Pablo Cruces, Melissa L. Cullimore, Natalie Z. Cvijanovich, Mary K. Dahmer, Akash Deep, Carmel Delzoppo, Matteo Di Nardo, Franco Díaz, Sandra Dijkstra, W. Keith Dockery, Troy E. Dominguez, Mariana Dumitrascu, Oğuz Dursun, Buvana Dwarakanathan, Ismail Elghuwael, Guillaume Émériaud, Simon Erickson, Segundo Fernando Español, Jim Brian Estil, Calandra Feather, Yael Feinstein, M.J. Cabrera Ferreyra, Heidi R. Flori, Yanina Vanesa Fortini, Peter‐Marc Fortune, Mary French, Mirella Gáboli, Helen Gale, Paula García Casas, Maria García González, Richa Gautam, Rainer Gedeit, Mathieu Genuini, Shira J. Gertz, Martin Giampieri, Carlos Escobar, John S. Giuliano, Loreto Godoy Mundaca, C Goñi Orayen, J.M. González Gómez, Beatriz Govantes, Julie Guichoux, Gustavo Alfredo Guzman Rivera, Bereketeab Haileselassie, Yong Han, Amy Harrell, Silvia Hartmann, Tarek Hazwani, Glenda Hefley, G. N. HENDERSON, Deyin D. Hsing, Amber Hughes-Schalk, Janet R. Hume, Stavroula Ilia, David Inwald, Thomas Iölster, Ledys Izquierdo, Shirin Jafari-Namin, Nancy Jaimon, Alberto E Jarillo Quijada, Janet Jarvis, Chaandini Jayachandran, Claire Jennings, Asumthia Jeyapalan, Nestor Javier Jimenez Rivera, Dawn Jones, Mary Kasch, Jane't Keary, Connor M. Kelley, Aaron Kessel, Yoshiko Kida, Caroline C. King, Allison Kniola, Kelli A. Krallman, Sherri Kubis, Lucinda Kustka, Michihito Kyo, Luis M. Landry, Samir Latifi, Angela Lawton-Woodhall, John C. Lin, Ana María Llorente de la Fuente, Yurika Paola Lopez Alarcón, Yolanda López Fernández, Jesús López‐Herce, Lucy Chai See Lum, Duncan Macrae, Aline B. Maddux, P. Madurga Revilla, Sidharth Mahapatra, Matthieu Maria, Lidia Dora Martínez, Amelia Martínez de Azagra, Alejandro Fabio Martínez León, Liliana Mazzillo Vega, Jenni McCorkell, Karen McIntyre, Tania Bibiana Huedo Medina, Alberto Medina, Christie Mellish, Mikel Mendizábal, Courtney Merritt, Reinout J. Mildner, Christophe Milési, Vicent Modesto i Alapont, Cecilia Monjes, Tracey Monjure, María José Montes, Antonio Morales Martínez, Ryan W. Morgan, Peter M. Mourani, Kathy Murkowski, Marie Murphy, Natalie Napolitano, Dan Nerheim, Sholeen Nett, Ryan A. Nofziger, Marı́a José Núñez, Shinichiro Ohshimo, Eider Oñate Vergara, Ebru Atike Ongun, Daniel Orqueda, Siva Oruganti, Izabela Pągowska‐Klimek, Daniel Palanca Arias, Rosalba Pardo Carrero, Margaret M. Parker, J.S. Parrilla Parrilla, Nikhil Patankar, Paula Pávez Madrid, Valérie Payen, Fernando Paziencia, Claudia Pedraza, Germán Lozano, J. Pilar Orive, Byron Enrique Piñeres-Olave, Alyssa Pintimalla, Neethi Pinto, Adrian Plunkett, Steve Pon, M. Pons, Rossana Poterala, Haiping Qiao, Deyanira Quiñonez Lopez, Kimberly Ralston, Grimaldo Ramírez Cortez, Anna Ratiu, Miriam Rea, Susana Reyes, Chiara Rodgers, Patricia Rodríguez Campoy, Laurie Ronan, Deheza Rosemary, Courtney M. Rowan, Kalaimaran Sadasivam, Juan Ignacio Sanchez Diaz, Ron C. Sanders, James P. Santanelli, Anil Sapru, James Schneider, J. Tammy Sforza, Sara Shea, Steven L. Shein, Claire Sherring, Victoria Sheward, Nobuaki Shime, Avani Shukla, Alejandro Siaba Serrate, Yamila Sierra, Lindsay Sikora, Catarina Silvestre, Marcy Singleton, Daniel Sloniewsky, Rebecca Smith, Hanqiu Song, Marta Sousa Moniz, Michael C. Spaeder, Debbie Spear, Philip C. Spinella, Julie Starck, Erin Stoneman, Felice Su, Gayathri Subramanian, Erin Sullivan, Santosh Sundararajan, Todd Sweberg, K. Sykes, Yuichi Tabata, Chian-Wern Tai, Joana Tala, Swee Fong Tang, Ryan Taylor, Shane M. Tibby, Kelly S. Tieves, Luis E. Torero, Silvio Fabia Torres, Balagangadhar Totapally, Brendan Travert, Edward J. Truemper, Gonzalo Turón, Katri Typpo, Juan Ramón Valle, Sonia I Vargas G, Pablo Vásquez‐Hoyos, Daniel Vasquez Miranda, Martin Vavřina, Nilda Águeda Vidal, Manpreet Virk, Laura Walsh, Adriana Wegner Araya, James Weitz, Lawren Wellisch, Paul Wellman, Katherine Woods, Rocío Yerovi, Toni Yunger, Cesar Zuluaga Orrego
Bibliographic record
VenueThe Lancet Respiratory Medicine · 2018
Typearticle
Languageen
FieldMedicine
TopicRespiratory Support and Mechanisms
Canadian institutionsCentre Hospitalier Universitaire Sainte-Justine
FundersNational Center for Advancing Translational SciencesNational Heart, Lung, and Blood InstituteFonds de Recherche en Santé RespiratoireNational Institutes of HealthFondation CHU de QuébecSociety for Neuroscience in Anesthesiology and Critical CareUniversity Anesthesiology and Critical Care Medicine FoundationCentre Hospitalier Universitaire de QuébecSouthern California Clinical and Translational Science InstituteChildren's Hospital Los Angeles
KeywordsMedicineIncidence (geometry)Observational studyEpidemiologyRespiratory distressIntensive care medicinePediatricsInternal medicineEmergency medicineSurgery
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
metaresearch head score (Codex)0.003
metaresearch head score (Gemma)0.007
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.010
Threshold uncertainty score0.019
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.007 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.002 |
| Bibliometrics | 0.001 | 0.004 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 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 head0.248
GPT teacher head0.428
Teacher spread0.180 · 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 source (direct Gemma or distilled Codex), 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
Citations423
Published2018
Admission routes2
Has abstractno