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Record W4229619855 · doi:10.7244/cmj.2021.04.001.7

Salvage versus primary robot-assisted radical prostatectomy: a propensity-matched comparative effectiveness study from a high-volume tertiary centre

2021· article· en· W4229619855 on OpenAlexaff
Arjun Nathan, Monty Fricker, Ruben De Groote, Amandeep Arora, Yuzhi Phuah, Kiran Flora, Sonam Patel, Veeru Kasivisvanathan, Ashwin Sridhar, Greg Shaw, John D. Kelly, T. Briggs, Prabhakar Rajan, Prasanna Sooriakumaran, Senthil Nathan

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldMedicine
TopicProstate Cancer Diagnosis and Treatment
Canadian institutionsMcMaster University
FundersUrology FoundationUniversity of EdinburghRosetrees TrustAstellas PharmaPancreatic Cancer UKNational Institute for Health and Care ResearchBoston Scientific CorporationMedical Research CouncilSanofi
KeywordsProstatectomyMedicinePerioperativeSalvage therapyBiochemical recurrenceProstate cancerPropensity score matchingUrologySurgeryErectile dysfunctionCancerInternal medicineChemotherapy

Abstract

fetched live from OpenAlex

Introduction Salvage Robot-Assisted Radical Prostatectomy (sRARP) is a potential treatment option for locally recurrent Prostate Cancer after non-surgical primary treatment. There are minimal data comparing outcomes between similar-risk, propensity-matched salvage and primary Robot-Assisted Radical Prostatectomy (RARP). We compare perioperative, oncological and functional outcomes of sRARP with primary RARP and between sRARP post-whole and focal gland therapy. Methods 1:1 propensity-matched comparison of 146 sRARP with primary RARP from a cohort of 3,852 consecutive patients from a high-volume tertiary centre. Results There were no significant differences in patient characteristics between the salvage and primary RARP groups. Grade III-V Clavien-Dindo complication rates were 1.3% and 0% in the salvage and primary groups (p=0.310). Median (IQR) follow-up was 16 (10, 30) and 21 (13, 33) months in the salvage and primary groups. BCR rates were 30.8% and 13.7% in the salvage and primary groups (p<0.001). Pad-free continence rates were 79.1% and 85.4% at two years in the salvage and primary groups (p=0.160). Erectile dysfunction was 95.2% and 77.4% in the salvage and primary groups (p<0.001). On comparison of whole and focal gland groups, biochemical recurrence was 33.3% and 29.1% (p=0.687), pad-free continence rates were 66% and 89.3% (p=0.001), and ED rates were 98.3% and 93% (p=0.145). Conclusions SRARP has similar perioperative but inferior oncological outcomes to primary RARP. Continence rates are similar to primary RARP, but potency is worse. Perioperative and oncological outcomes of sRARP after focal gland therapy are similar compared to after whole gland therapy but continence outcomes are superior.

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)0.003
metaresearch head score (Gemma)0.006
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 score0.004
Threshold uncertainty score0.018

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.006
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0000.001
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0010.000
Insufficient payload (model declined to judge)0.0040.000

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 head0.038
GPT teacher head0.294
Teacher spread0.255 · 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

Citations0
Published2021
Admission routes1
Has abstractyes

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