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Outcome of second-line treatment (2L Tx) following <i>nab</i>-paclitaxel (<i>nab</i>-P) + gemcitabine (G) or G alone for metastatic pancreatic cancer (MPC).

2016· article· en· W2586386913 on OpenAlexaff
David Goldstein, E. Gabriela Chiorean, Josep Tabernero, Robert H. El-Maraghi, Wen Wee, Michele Reni, Marion Harris, Robert C. Whorf, Susan Coughlin, Jack Li, Victoria Manax, Brian Lu, Alfredo Romano, Daniel D. Von Hoff

Bibliographic record

VenueJournal of Clinical Oncology · 2016
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicCancer Genomics and Diagnostics
Canadian institutionsRoyal Victoria Regional Health Centre
Fundersnot available
KeywordsMedicineGemcitabineNab-paclitaxelInternal medicinePopulationCapecitabineRegimenGastroenterologyCancerPost-hoc analysisUrologyNuclear medicineColorectal cancer

Abstract

fetched live from OpenAlex

333 Background: The impact of 2L Tx in MPC is not well described. The phase III MPACT trial (N = 861) demonstrated superior efficacy for nab-P + G vs G alone for 1L Tx of MPC. This post hoc analysis examined 2L Tx use in pts in MPACT. Methods: OS was estimated by the Kaplan-Meier method, using the most updated information from MPACT. Data were summarized by type of 2L Tx. Results: 347 pts received 2L Tx. Baseline characteristics (at start of 1L) of those pts were balanced between arms and representative of the ITT population: median age, 61-62 years; 12% had > 3 metastatic sites, and ≈ 30% had Karnofsky PS 70-80 in each arm. 26% and 14% of pts in the nab-P + G and G arms, respectively, discontinued 1L Tx for adverse events. OS in the 347 pts was significantly longer for nab-P + G vs G (Table). The median time from the end of 1L Tx to death for pts receiving no 2L Tx was 2.5 and 1.6 mo in the nab-P + G and G arms, respectively (HR, 0.67; P < 0.001), less than half for those who received any 2L Tx (5.3 and 4.5 mo). 78% and 76% of pts received a 5FU/capecitabine (cape)–containing regimen as 2L Tx after nab-P + G and G and achieved 13.5 and 9.5 mo of median OS, respectively. Conclusions: 2L Tx after nab-P + G or G alone in MPC is feasible and may potentially improve pt outcomes. Clinical trial information: NCT00844649. [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)0.002
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 score0.003
Threshold uncertainty score0.009

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0010.001
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0030.000

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 head0.126
GPT teacher head0.459
Teacher spread0.333 · 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".

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Citations2
Published2016
Admission routes1
Has abstractyes

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