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Record W4229333219 · doi:10.14740/jmc3918

Survival Benefit of Pembrolizumab for Patients With Pancreatic Adenocarcinoma: A Case Series

2022· article· en· W4229333219 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

venuePublished in a venue whose home country is Canada.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueJournal of Medical Cases · 2022
Typearticle
Languageen
FieldMedicine
TopicPancreatic and Hepatic Oncology Research
Canadian institutionsnot available
Fundersnot available
KeywordsMedicinePembrolizumabFOLFIRINOXGemcitabineOncologyIrinotecanOlaparibInternal medicinePancreatic cancerChemotherapyCancerImmunotherapyColorectal cancerPoly ADP ribose polymerase

Abstract

fetched live from OpenAlex

Pancreatic ductal adenocarcinoma (PDAC) is an aggressive malignancy with 5-year survival rate of 10%. Evidence about pembrolizumab usage for PDAC is limited even though it is Food and Drug Administration (FDA)-approved for treatment of advanced pancreatic cancer with deficient mismatch repair expression (dMMR) or high tumor mutational burden (TMB) where as there is limited evidence for programmed death-ligand 1 (PD-L1)-positive PDACs. We present three patients with different stages of advanced PDAC treated with pembrolizumab as single maintenance therapy or combination with other therapy. Case 1 is a patient with borderline resectable PDAC, treated with neoadjuvant chemotherapy and surgical resection, followed with pembrolizumab as maintenance therapy with no progression for 4 years after test showed patient was dMMR positive. Case 2 is a patient who was found to have locally advanced PDAC, treated with neoadjuvant chemotherapy and surgical resection followed by multiple line of treatment with programmed cell death-1 ( PD-1 ) and breast cancer gene 2 ( BRCA2 )-positive status treated with pembrolizumab and olaparib maintenance without any evidence of progression for more than 3 years. Case 3 is a patient with metastatic PDAC with PD-1 and BRCA2 -positive status initially treated with FOLFIRINOX (5-fluorouracil, leucovorin, irinotecan and oxaliplatin) and gemcitabine plus nab-paclitaxel switched to irinotecan liposomal, at the same time was started on maintenance pembrolizumab and olaparib with no progression on computed tomography (CT) surveillance for 8 months. For patient with different stages of PDAC with dMMR mutation or PD-1 expression, pembrolizumab should be explored more as maintenance therapy for patients with surgical operable PDAC to decrease recurrence, or as a combination with targeted therapy or chemotherapy to prolong survival in patients with advanced PDAC. J Med Cases. 2022;13(5):240-243 doi: https://doi.org/10.14740/jmc3918

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.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.528
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
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 head0.036
GPT teacher head0.332
Teacher spread0.296 · 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