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Record W4308173050 · doi:10.5489/cuaj.7952

Complications after neoadjuvant chemotherapy and radical cystectomy for patients with bladder cancer: A propensity score matched analysis

2022· article· en· W4308173050 on OpenAlexvenueno aff
Carlos Riveros, Ahmed Elshafei, Victor Chalfant, K.C. Balaji

Bibliographic record

VenueCanadian Urological Association Journal · 2022
Typearticle
Languageen
FieldMedicine
TopicBladder and Urothelial Cancer Treatments
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineCystectomyBladder cancerPropensity score matchingPerioperativeComplicationSurgerySepsisUrinary systemUrinary diversionBlood transfusionCancerChemotherapyInternal medicine

Abstract

fetched live from OpenAlex

INTRODUCTION: Neoadjuvant chemotherapy (NAC) in combination with radical cystectomy (RC) is the standard of care for muscle-invasive bladder cancer (MIBC). We investigated the impact of NAC on postoperative complications after RC in patients with bladder cancer (BCa). METHODS: Using the recently available American College of Surgeons National Surgical Quality Improvement Program (ACS-NSQIP) Targeted Cystectomy database, we identified adult (>18 years old) patients who underwent RC for the treatment of BCa. Patients were then dichotomized based on whether they received NAC. We performed a 1:1 propensity score matched (PSM) analysis based on demographic and perioperative covariates. Postoperative outcomes were then compared between the two matched groups. A multivariable analysis was also performed to identify if NAC was associated with any complication. RESULTS: We identified 1582 eligible patients: 913 (57.7%) in the group that did not receive NAC and 669 (42.3%) in the group that did receive NAC. Before PSM, patients in the NAC group were younger, had lower American Society of Anesthesiology (ASA) scores, had higher rates of preoperative anemia, and were more likely to undergo continent urinary diversion. Similarly, before PSM patients in the NAC group had significantly higher rates of major complications, sepsis, urinary leak/fistula, and intraoperative/postoperative blood transfusion compared to the group that did not receive NAC; however, after 1:1 PSM, we did not find any significant difference postoperative complication rates. Multivariable analysis confirmed that NAC was not associated with any complications. CONCLUSIONS: We demonstrated that NAC does not impact 30-day postoperative complications in patients undergoing RC for BCa.

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)0.002
metaresearch head score (Gemma)0.005
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.002
Threshold uncertainty score0.013

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.002
Bibliometrics0.0010.002
Science and technology studies0.0010.000
Scholarly communication0.0010.001
Open science0.0000.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0020.000

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 head0.015
GPT teacher head0.237
Teacher spread0.221 · 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 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

Citations5
Published2022
Admission routes1
Has abstractyes

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