MétaCan
Menu
← Back to cohort

Overall survival (OS) achieved with gemcitabine (G) or gemcitabine-abraxane (GA) in patients (pts) with advanced pancreatic ductal adenocarcinoma (PDAC) who received first line modified FOLFIRINOX (m-FFX) palliative chemotherapy.

2017· article· en· W2889914080 on OpenAlexaffabout
Kyaw Aung, Sean Creighton, Adriana Fraser, Anna Dodd, Shari Moura, Hamzeh Albaba, Grainne M. O’Kane, David W. Hedley, Neesha C. Dhani, Jennifer J. Knox

Bibliographic record

VenueJournal of Clinical Oncology · 2017
Typearticle
Languageen
FieldMedicine
TopicPancreatic and Hepatic Oncology Research
Canadian institutionsPrincess Margaret Cancer CentreUniversity Health Network
Fundersnot available
KeywordsMedicineGemcitabineFOLFIRINOXInternal medicineChemotherapyPancreatic cancerOncologyCancerSurgeryIrinotecan

Abstract

fetched live from OpenAlex

e15715 Background: The standard second line treatment in advanced PDAC pts after m-FFX first line palliative chemotherapy is not clearly defined. G is the standard 2nd line treatment in Canada and GA can only be prescribed for pts with a private fund or private drug plan that covers the cost of Abraxane. More data is needed to establish OS achieved with 2ndline G or GA. Methods: The OS of PDAC pts treated with G or GA after m-FFX palliative chemotherapy given between 01-Dec-2011 and 30-Nov-2015 at the Princess Margaret Cancer Centre (PM), Toronto, Canada were retrospectively reviewed. OS was calculated from date of commencement of 2ndline treatment until death or date of last oncology follow up. Results: Over the 4-year study period, 132 pts were treated with 1st line palliative m-FFX at PM. Of them, at disease progression, 78 (59%) pts received a 2ndline therapy (50 G, 17 GA, 9 clinical trials, and 2 other). The results including demographics, treatment details and survival outcomes of patients treated with G and GA are summarized in the Table 1. Conclusions: Our results do not support single agent G after m-FFX 1st line palliative chemotherapy as median duration of treatment was too short and OS observed with G in this setting is very much limited. The median duration of treatment on GA and OS achieved with GA seem superior but sample size was too small to make a conclusion. [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)0.000
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 score0.009
Threshold uncertainty score0.018

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
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 head0.118
GPT teacher head0.435
Teacher spread0.317 · 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

Citations1
Published2017
Admission routes2
Has abstractyes

Explore more

Same venueJournal of Clinical Oncology→Same topicPancreatic and Hepatic Oncology Research→French-language works237,207→