Mediastinal cellulose pack mimicking lung cancer relapsing after lobectomy
Bibliographic record
Abstract
Journal Article Accepted manuscript Mediastinal cellulose pack mimicking lung cancer relapsing after lobectomy Get access Emanuele Bernardi, Emanuele Bernardi Department of Emergency Medicine, Regina Montis Regalis Hospital, Mondovi, (CN,), Italy Search for other works by this author on: Oxford Academic PubMed Google Scholar Cristina Diotti, Cristina Diotti Department of Thoracic Surgery, IEO, European Institute of Oncology IRCCS, Milan, Italy Search for other works by this author on: Oxford Academic PubMed Google Scholar Luca Bertolaccini, Luca Bertolaccini Department of Thoracic Surgery, IEO, European Institute of Oncology IRCCS, Milan, Italy Corresponding Author: Luca Bertolaccini, MD PhD FCCP, Mailing address: Division of Thoracic Surgery, IEO, European Institute of Oncology IRCCS, Via Ripamonti 435–20141 Milan (IT), Tel: + 39 02 57489665, Fax: +39 02 56562994, E-Mail:luca.bertolaccini@gmail.com Search for other works by this author on: Oxford Academic PubMed Google Scholar Stefano Donghi, Stefano Donghi Division of Interventional Pulmonology, IEO, European Institute of Oncology IRCCS, Milan, Italy Search for other works by this author on: Oxford Academic PubMed Google Scholar Clementina Di Tonno, Clementina Di Tonno Division of Pathology, IEO, European Institute of Oncology IRCCS, Milan, Italy Search for other works by this author on: Oxford Academic PubMed Google Scholar Lorenzo Spaggiari, Lorenzo Spaggiari Department of Thoracic Surgery, IEO, European Institute of Oncology IRCCS, Milan, ItalyDepartment of Oncology and Hemato-Oncology, University of Milan, Milan, Italy Search for other works by this author on: Oxford Academic PubMed Google Scholar Juliana Guarize Juliana Guarize Division of Interventional Pulmonology, IEO, European Institute of Oncology IRCCS, Milan, Italy Search for other works by this author on: Oxford Academic PubMed Google Scholar European Journal of Cardio-Thoracic Surgery, ezae065, https://doi.org/10.1093/ejcts/ezae065 Published: 23 February 2024 Article history Received: 02 January 2024 Revision received: 01 February 2024 Accepted: 21 February 2024 Published: 23 February 2024
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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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.006 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 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 | 0.001 |
| 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.
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.
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".