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Record W4402969472 · doi:10.1200/go.24.00037

Impact of the Early Phase of the COVID-19 Pandemic on the Quality of Care for Colorectal and Anal Cancers at Comprehensive Cancer Centers on Two Continents

2024· article· en· W4402969472 on OpenAlexaffabout
Erick Figueiredo Saldanha, Melanie Powis, Divya Sharma, Osvaldo Espin‐Garcia, Saidah Hack, Felícia P. Cavalher, Maria da Conceição Ribeiro Simões, Huaqi Li, Abed Baiad, Kevin Chen, Zuhul Mohmand, Samuel Aguiar, Rachel P. Riechelmann, Monika K. Krzyzanowska

Bibliographic record

VenueJCO Global Oncology · 2024
Typearticle
Languageen
FieldMedicine
TopicCOVID-19 and healthcare impacts
Canadian institutionsWestern UniversityPublic Health OntarioUniversity of TorontoPrincess Margaret Cancer Centre
Fundersnot available
KeywordsMedicinePandemicColorectal cancerDiscontinuationCancerCoronavirus disease 2019 (COVID-19)Anal cancerInternal medicineStage (stratigraphy)DiseaseInfectious disease (medical specialty)

Abstract

fetched live from OpenAlex

PURPOSE The early phase of the COVID-19 pandemic affected cancer care globally. Evaluating the impact of the pandemic on the quality of cancer care delivery is crucial for understanding how changes in care delivery may influence outcomes. Our study compared care delivered during the early phase of the pandemic with the same period in the previous year at two institutions across continents (Princess Margaret Cancer Center [PM] in Canada and A.C. Camargo Cancer Center [AC] in Brazil). METHODS Patients newly diagnosed with colorectal or anal cancer between February and December 2019 and the same period in 2020 were analyzed. Sociodemographic and clinical characteristics and performance of individual indicators within and between centers and between the peri–COVID-19 and control cohorts were tested using Cohen's h test to assess the standardized differences between the two groups. RESULTS Among 925 patients, distinct effects of the early COVID-19 pandemic on oncology services were observed. AC experienced a 50% reduction in patient consultations (98 v 197) versus a 12.5% reduction at PM (294 v 336). Similarly, AC experienced a higher proportion of stage IV disease presentations (42.9% v 29.9%; P = .015) and an increase in treatment delay (61.9% v 9.7%; P < .001) compared with prepandemic. At PM, a 10% increase in treatment interruption (32.4% v 22.3%; P < .001) and a higher rate of discontinuation of radiotherapy (9.4% v 1.1%; P < .001) were observed during the pandemic. Postsurgical readmission rates increased in both AC (20.9% v 2.6%; P < .001) and PM (10.5% v 3.6%; P < .01). CONCLUSION The early phase of the COVID-19 pandemic affected the quality of care delivery for colorectal and anal cancers at both centers. However, the magnitude of this impact was greater in Brazil.

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)0.001
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 score0.020
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
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 head0.165
GPT teacher head0.550
Teacher spread0.385 · 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

Citations1
Published2024
Admission routes2
Has abstractyes

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