MétaCan
Menu
← Back to cohort

Retrospective analysis of fatigue in men with metastatic castration-resistant prostate cancer treated with enzalutamide.

2018· article· en· W2791572489 on OpenAlexaff
Srikala S. Sridhar, Alan D. Smith, Nazanin Fallah‐Rad, Aaron R. Hansen

Bibliographic record

VenueJournal of Clinical Oncology · 2018
Typearticle
Languageen
FieldMedicine
TopicProstate Cancer Treatment and Research
Canadian institutionsPrincess Margaret Cancer Centre
Fundersnot available
KeywordsMedicineEnzalutamideProstate cancerDocetaxelInternal medicineAndrogen deprivation therapyCancerConcomitantUnivariate analysisOncologySurgeryMultivariate analysisAndrogen receptor

Abstract

fetched live from OpenAlex

374 Background: Enzalutamide (E) improves survival in men with metastatic castration-resistant prostate cancer (mCRPC). Fatigue (F) while taking E is poorly understood and may limit the use of this life-prolonging drug. Methods: All men treated with E for mCRPC at Princess Margaret Cancer Centre from August 2010 and July 2016 were included. Relevant factors collected, include age, ECOG, Charleston Comorbidity Index, disease characteristics, prior therapies, concomitant medications, and details regarding E treatment and response. Univariate (UVA) and multivariate (MVA) analysis were performed using logistic regression. Results: 415 men started E for mCRPC during this period. Median age at diagnosis was 66 years (range 42-94) and median time to castration-resistance (TTCR) was 113 days. Prior therapies included docetaxel (21%) and abiraterone (26%). Bone was the most common site of metastasis (76%) followed by lymph nodes (45%) and visceral (20%). Concurrent corticosteroid use was 18% and PSA response (≥50%) rate was 55%. Median duration on E was 224 days. F on E occurred in 178 patients (43%) and 56 (13%) men required a dose-reduction due to F. 26 men (6%) stopped E due to F (Table). Conclusions: F is an important and common side effect of E in men with mCRPC. Duration of exposure to androgen deprivation, markers of systemic inflammation (such as increased NLR and platelets) and advanced age appear to be associated with E-related F and difficulty administering drug. There was no association between corticosteroid use and E-related F and difficulty administering drug. [Table: see text]

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)0.001
metaresearch head score (Gemma)0.001
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 score0.006
Threshold uncertainty score0.011

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

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 head0.140
GPT teacher head0.498
Teacher spread0.358 · 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

Citations2
Published2018
Admission routes1
Has abstractyes

Explore more

Same venueJournal of Clinical Oncology→Same topicProstate Cancer Treatment and Research→French-language works237,207→