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Outpatient lobar lavage: a novel approach to managing pulmonary alveolar proteinosis

2020· article· en· W3094919272 on OpenAlexaff
Chanel Kwok, Kayvan Amjadi

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldMedicine
TopicNeonatal Respiratory Health Research
Canadian institutionsUniversity of Ottawa
Fundersnot available
KeywordsMedicinePulmonary alveolar proteinosisBronchoalveolar lavageBronchoscopySedationSalinePulmonary function testingAnesthesiaLungIntubationSurgeryOutpatient clinicRadiologyInternal medicine

Abstract

fetched live from OpenAlex

Background: Pulmonary alveolar proteinosis (PAP) is a characterized by impaired surfactant production or processing leading to an accumulation of periodic acid-Schiff lipoproteinaceous material in the alveoli. The mainstay of treatment is whole lung lavage requiring intubation and general anaesthesia. We present a 31 year-old female with PAP previously treated with whole lung lavage who had increasing dyspnea and cough, but without resting hypoxia. She had progressive crazy paving on imaging and restriction with reduced diffusion on pulmonary function testing. Objective: We aimed to treat a case of moderate PAP with outpatient lobar lavages. Methods: Flexible bronchoscopy was performed with conscious sedation every 2 weeks. One lobe was treated at each session, with the exception of the right middle and upper lobes which were targeted during the same procedure. The most involved lobes were treated first. During each procedure a total of 2 litres of warmed saline was instilled via a flushing pump (Olympus OFP-2) in aliquots of 100mls through the working channel and suctioned. Results: A total of four outpatient bronchoscopies were completed. Over 90% of the instilled saline was suctioned at each procedure. Other than transient desaturations which were managed with jet ventilation via the bronchoscope, no other complications occurred and the patient was discharged home on the same day of each procedure. At 2 months follow-up she had improvements in her symptoms, imaging findings, and diffusing capacity. Conclusions: We describe the successful application of a novel approach to treating PAP on an outpatient basis, preventing the need for intubation and general anaesthesia.

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 machine prediction

Teacher imitation

Not 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)0.000
metaresearch head score (Gemma)0.000
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Case report · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.002
Threshold uncertainty score0.005

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.000
Science and technology studies0.0010.000
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0020.001

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 head0.097
GPT teacher head0.345
Teacher spread0.248 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designCase report
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

Citations0
Published2020
Admission routes1
Has abstractyes

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