← Back to cohort
Clinically Significant Pocket Hematoma Increases Long-Term Risk of Device Infection
Vidal Essebag, Atul Verma, Jeff S. Healey, Andrew D. Krahn, Eli Kalfon, Benoit Coutu, Félix Ayala-Paredes, Anthony Tang, John L. Sapp, Marcio Sturmer, Arieh Keren, George A. Wells, David Birnie, Martin Green, Pablo B. Nery, Robert Lemery, Michael H. Gollob, Darryl R. Davis, Calum J. Redpath, Lloyd Duchesne, Leslie Carlin, Karen MacDonald, Rosemary Dunne, Rochelle Fleming, Elizabeth Yeltsir, Li Chen, My‐Linh Tran, Doug Coyle, Tomy Hadjis, Martin Bernier, Alexander Omelchenko, Fiorella Rafti, J Beaudoin, Johanne Bureau, Isabelle Coutu, Emilie Vaillancourt, Jaimie Manlucu, Raymond Yee, Allan C. Skanes, Lorne J. Gula, George J. Klein, Peter Leong‐Sit, Lynn Nyman, Cathy Bentley, Denise Hulley, Carlos A. Morillo, Stuart J. Connolly, Girish M. Nair, Syamkumar Divakaramenon, Sebastián Ribas, John W. Eikelboom, Wendy L. Meyer, Victoria Malcolm, Sandra Carroll, Christopher S. Simpson, Adrián Baranchuk, Hashiar Abdollah, Kevin Michael, Damian Redfearn, Sharlene Hammond, Gwen Ewart, Sharon Fair, Glenda O’Reilly, Paul Novak, Laurence D. Sterns, Richard Leather, Reg Smith, Chris Lane, Mona Bastell, Debbie Parfett, Andrea Green, Heather Jackson, Magdy N. Basta, Martin J. Gardner, Ratika Parkash, Chris Gray, Ann Fearon, Karen Giddens, Lisa Carroll, Teresa Kuś, Guiliano Becker, Ann Langlois, Carole Sirois, Yaariv Khaykin, Zaev Wulffhart, Bernice Tsang, Alfredo Pantano, Kellie Winger, Sherri Patterson, Annette Nath, Colette Seifer, Kevin Wolfe, Ali Khadem, Alex Tischenko, Jan Polson, Jean-François Roux, Mariano Badra, Stéphanie Côté, L. Lavallee, Rene Houde, Eugene Crystal, Ilan Lashevsky, Ching C. Lau, Avishag Laish‐Farkash, Atilio Costa Vitali, Sheldon M. Singh, Irving Tiong, Fahema Ahmadzai, Mamta Khurana, Meena Lakhanpal, Maria Lukomsky, Mohammed Shurrab, Paolo Costi, Isabelle Greiss, Fadi Mansour, Jean‐Marc Raymond, Martine Bergeron, Nancy Roby, Kamran Ahmad, Paul Dorian, Iqwal Mangat, Victoria Korley, Arnold Pintér, Theresa Aves, Z. Mariano, Antonio Estacio, Claus Rinne, Irene Janzen, Donna Lowery, Naomi Kenyon, Kaler Jonson, Satish Toal, Robert Stevenson, Gregory Searles, Geoffrey Douglas, Ricardo Bessoudo, Ansar Hassan, Elizabeth Collings, Corinne Braam, Fabia S. Fitzgerald, Donna L. Kent, Luana Mychaluk, Katherine M. Kavanagh, Derek V. Exner, John Burgess, John Rothschild, Vikas Kuriachan, Glen Sumner, Debbie Keller, Brian Yuen, Leslie Jackson-Carter, Sandra Dorey, Tiago Luiz Luz Leiria, Roberto T. Sant’Anna, Rafail de March Ronsoni, Matheus Alves Pereira, Antonieta Moraes, Juliane Araújo Rodrigues
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
Bibliographic record
VenueJournal of the American College of Cardiology · 2016
Typearticle
Languageen
FieldMedicine
TopicCardiac pacing and defibrillation studies
Canadian institutionsMcGill University Health CentreHôpital du Sacré-Cœur de MontréalMcGill UniversityUniversity of OttawaWestern UniversityUniversité de SherbrookeCentre Hospitalier Universitaire de SherbrookeUniversity of British ColumbiaQueen Elizabeth II Health Sciences CentrePopulation Health Research InstituteSouthlake Regional Health CenterCentre Hospitalier de l’Université de Montréal
Fundersnot available
KeywordsMedicineHematomaHazard ratioConfidence intervalSurgeryRandomized controlled trialWarfarinIncidence (geometry)Infection controlBruiseInternal medicineAtrial fibrillation
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.
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)0.002
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 score0.004
Threshold uncertainty score0.277
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| 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 head0.021
GPT teacher head0.318
Teacher spread0.297 · 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 itQuick stats
Citations197
Published2016
Admission routes1
Has abstractno