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Record W2053890186 · doi:10.1200/jco.2013.53.5096

Comparative Effectiveness of Robot-Assisted and Open Radical Prostatectomy in the Postdissemination Era

2014· article· en· W2053890186 on OpenAlexaff
Giorgio Gandaglia, Jesse D. Sammon, Steven L. Chang, Toni K. Choueiri, Jim C. Hu, Pierre I. Karakiewicz, Adam S. Kibel, Simon P. Kim, Ramdev Konijeti, Francesco Montorsi, Paul L. Nguyen, Shyam Sukumar, Mani Menon, Maxine Sun, Quoc‐Dien Trinh

Bibliographic record

VenueJournal of Clinical Oncology · 2014
Typearticle
Languageen
FieldMedicine
TopicProstate Cancer Diagnosis and Treatment
Canadian institutionsUniversité de MontréalMcGill University Health Centre
Fundersnot available
KeywordsMedicineProstatectomyProstate cancerLogistic regressionConfoundingGenitourinary systemRandomized controlled trialBlood transfusionCancerSurgeryInternal medicine

Abstract

fetched live from OpenAlex

PURPOSE: Given the lack of randomized trials comparing robot-assisted radical prostatectomy (RARP) and open radical prostatectomy (ORP), we sought to re-examine the outcomes of these techniques using a cohort of patients treated in the postdissemination era. PATIENTS AND METHODS: Overall, data from 5,915 patients with prostate cancer treated with RARP or ORP within the SEER-Medicare linked database diagnosed between October 2008 and December 2009 were abstracted. Postoperative complications, blood transfusions, prolonged length of stay (pLOS), readmission, additional cancer therapies, and costs of care within the first year after surgery were compared between the two surgical approaches. To decrease the effect of unmeasured confounders, instrumental variable analysis was performed. Multivariable logistic regression analyses were then performed. RESULTS: Overall, 2,439 patients (41.2%) and 3,476 patients (58.8%) underwent ORP and RARP, respectively. In multivariable analyses, patients undergoing RARP had similar odds of overall complications, readmission, and additional cancer therapies compared with patients undergoing ORP. However, RARP was associated with a higher probability of experiencing 30- and 90-day genitourinary and miscellaneous medical complications (all P ≤ .02). Additionally, RARP led to a lower risk of experiencing blood transfusion and of having a pLOS (all P < .001). Finally, first-year reimbursements were greater for patients undergoing RARP compared with ORP (P < .001). CONCLUSION: RARP and ORP have comparable rates of complications and additional cancer therapies, even in the postdissemination era. Although RARP was associated with lower risk of blood transfusions and a slightly shorter length of stay, these benefits do not translate to a decrease in expenditures.

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)0.006
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 score0.386
Threshold uncertainty score0.211

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0060.001
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 head0.128
GPT teacher head0.513
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

Citations209
Published2014
Admission routes1
Has abstractyes

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