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Record W2984732432 · doi:10.1097/coc.0000000000000625

Real-world Outcomes Among Patients Treated With Gemcitabine-based Therapy Post-FOLFIRINOX Failure in Advanced Pancreatic Cancer

2019· article· en· W2984732432 on OpenAlexaffabout
Erica S. Tsang, Jennifer L. Spratlin, Winson Y. Cheung, Christina Kim, Shiying Kong, Yuan Xu, Sharlene Gill

Bibliographic record

VenueAmerican Journal of Clinical Oncology · 2019
Typearticle
Languageen
FieldMedicine
TopicPancreatic and Hepatic Oncology Research
Canadian institutionsUniversity of CalgaryCancerCare Manitoba
Fundersnot available
KeywordsMedicineGemcitabineFOLFIRINOXInternal medicineInterquartile rangeRegimenProportional hazards modelPancreatic cancerPopulationSurvival analysisOncologyGastroenterologySurgeryChemotherapyCancerIrinotecan

Abstract

fetched live from OpenAlex

OBJECTIVES: Limited evidence exists for chemotherapy selection in advanced pancreatic cancer (APC) after first-line FOLFIRINOX. Second-line gemcitabine/nab-paclitaxel (GEMNAB) is publicly funded in the Canadian provinces of Alberta (AB) and Manitoba (MB), but not in British Columbia (BC). We compared population-based outcomes by region to examine the utility of second-line GEMNAB versus gemcitabine (GEM) alone. METHODS: We identified patients treated with first-line FOLFIRINOX between 2013 and 2015 across BC, AB, and MB. Baseline characteristics and treatment regimens were compared between AB/MB and BC. Survival outcomes were assessed by the Kaplan-Meier method and compared with log-rank test. RESULTS: A total of 368 patients were treated with first-line FOLFIRINOX (143 AB/MB, 225 BC): median age 61 (interquartile range: 55 to 68) years, 42% comprising female individuals, and 67% with metastatic disease. Receipt of second-line therapy was 48% in AB/MB versus 44% in BC (P=0.35), and time from diagnosis to second-line therapy was 7.7 (AB/MB) versus 9.4 months (BC; P=0.1). Distribution of second-line GEM use: 73% GEMNAB, 23% GEM (AB/MB) versus 27% GEMNAB, 66% GEM (BC; P<0.001). Median overall survival (OS) from diagnosis was similar: 12.4 (AB/MB) versus 11.5 months (BC; P=0.91). On Cox regression analysis, region was not significant. Secondary survival analysis by second-line regimen demonstrated a median OS of 18.0 months with GEMNAB versus 14.3 months with GEM (P<0.01). CONCLUSIONS: In this population-based comparison of APC patients treated with first-line FOLFIRINOX, survival outcomes were comparable regardless of funded access to second-line GEMNAB. OS by regimen favored second-line GEMNAB, but patient selection may be largely responsible for this difference.

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)0.003
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 score0.020
Threshold uncertainty score0.040

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0010.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.040
GPT teacher head0.435
Teacher spread0.395 · 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

Citations11
Published2019
Admission routes2
Has abstractyes

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