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Record W3188489262 · doi:10.1097/mpa.0000000000001844

Survival Outcomes Based on Sequence of Therapy Using FOLFIRINOX and Nab-Paclitaxel + Gemcitabine in Metastatic Pancreatic Ductal Adenocarcinoma

2021· article· en· W3188489262 on OpenAlexaff
Margaret Kelsey Baron, Xuechen Wang, Chris Nevala-Plagemann, Justin C. Moser, Benjamin Haaland, Ignacio Garrido‐Laguna

Bibliographic record

VenuePancreas · 2021
Typearticle
Languageen
FieldMedicine
TopicPancreatic and Hepatic Oncology Research
Canadian institutionsInstitute of Population and Public Health
Fundersnot available
KeywordsFOLFIRINOXMedicineGemcitabineHazard ratioInternal medicineOxaliplatinIrinotecanOncologyConfidence intervalGastroenterologyChemotherapyCancerColorectal cancer

Abstract

fetched live from OpenAlex

OBJECTIVES: Optimal sequence of therapy for patients with metastatic pancreatic ductal adenocarcinoma is unknown. Combination chemotherapy with fluorouracil, leucovorin, irinotecan, and oxaliplatin (FOLFIRINOX) and nab-paclitaxel + gemcitabine (nab-p/gem) are standard first-line (1L) therapies. They have never been prospectively compared. We retrospectively compared overall survival (OS) of patients treated with 1L nab-p/gem and second-line (2L) FOLFIRINOX with those treated with the reverse sequence. METHODS: Patients with metastatic pancreatic ductal adenocarcinoma treated with 1L FOLFIRINOX and 2L nab-p/gem or vice versa were identified using an electronic health record-derived real-world database. Using an intent-to-treat analysis, we compared OS from initiation of 1L therapy. A Cox model, stratified by deciles of propensity score, estimated the effect of treatment sequence on OS. RESULTS: The study included 3027 patients. The median OS for 1L FOLFIRINOX versus nab-p/gem was 8.6 versus 6.1 months (hazard ratio, 0.77; 95% confidence interval, 0.70-0.84). The median OS for 1L FOLFIRINOX and 2L nab-p/gem versus 1L nab-p/gem and 2L FOLFIRINOX was 11.9 versus 11.5 months (hazard ratio, 0.97; 95% confidence interval, 0.79-1.18). CONCLUSIONS: In this analysis of real-world data, 1L FOLFIRINOX was associated with increased OS in propensity analysis. For patients who received both FOLFIRINOX and nab-p/gem, median OS was similar regardless of sequence.

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)0.002
metaresearch head score (Gemma)0.004
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 score0.002
Threshold uncertainty score0.010

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
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)0.0010.000

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 head0.130
GPT teacher head0.389
Teacher spread0.259 · 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

Citations4
Published2021
Admission routes1
Has abstractyes

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