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Record W4200043627

An Updated Definition and Severity Classification of Chronic Obstructive Pulmonary Disease Exacerbations: The Rome Proposal

2021· article· en· W4200043627 on OpenAlexaff
Bartolomé R. Celli, Leonardo M. Fabbri, Shawn D. Aaron, Àlvar Agustí, Robert D. Brook, Gerard J. Criner, Marc Humbert, John R. Hurst, Denis E. O’Donnell, Leonardo Pantoni, Alberto Papi, Roberto Rodríguez-Roisin, Sanjay Sethi, Antoní Torres, Claus Vogelmeier, Jadwiga A. Wedzicha

Bibliographic record

VenueUCL Discovery (University College London) · 2021
Typearticle
Languageen
FieldMedicine
TopicChronic Obstructive Pulmonary Disease (COPD) Research
Canadian institutionsQueen's UniversityOttawa HospitalKingston Health Sciences CentreUniversity of Ottawa
Fundersnot available
KeywordsMedicinePulmonary diseaseIntensive care medicineSeverity of illnessMEDLINEDiseaseInternal medicine
DOInot available

Abstract

fetched live from OpenAlex

The current definition of a chronic obstructive pulmonary disease (COPD) exacerbation (ECOPD) is based solely on worsening respiratory symptoms, with severity classified post hoc by the healthcare resource used to treat the event, which may vary among practitioners and healthcare systems. These shortcomings support a need to revise the ECOPD definition and severity classification to one that is useful at time of patient contact. To achieve this, an expert panel used a modified Delphi method of five rounds of questions generated by a thorough review of the literature, supplemented by virtual discussions. For the 80 identified questions, the agreement level was rated using a Likert scale from 0 (strongly disagree) to 9 (strongly agree). Consensus was defined a priori as a median score ≥7 (strong agreement). The proposed definition states: "In a patient with COPD, an exacerbation is an event characterized by dyspnea and/or cough and sputum that worsens over ≤14 days, that may be accompanied by tachypnea and/or tachycardia, often associated with increased local and systemic inflammation caused by airway infection, pollution, or other insult to the airways." Three severity categories (mild, moderate, or severe) were defined using integration of six clinically measurable variables: intensity of dyspnea, oxygen saturation, respiratory rate, heart rate, C-reactive protein, and, if indicated, arterial blood gases. In conclusion, by incorporating measurable clinical and laboratory variables at the time of exacerbation, the Rome proposal for an updated definition of ECOPD could help standardize care and outcomes for clinicians and researchers alike. This article is open access and distributed under the terms of the Creative Commons Attribution Non-Commercial No Derivatives License 4.0 (http://creativecommons.org/licenses/by-nc-nd/4.0/).

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not 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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.625
Threshold uncertainty score0.847

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.001
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.016
GPT teacher head0.243
Teacher spread0.227 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine 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

Citations129
Published2021
Admission routes1
Has abstractyes

Explore more

Same venueUCL Discovery (University College London)Same topicChronic Obstructive Pulmonary Disease (COPD) ResearchFrench-language works237,207