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Adjuvant immunotherapy in patients with resected esophageal and gastroesophageal junction cancer: Real-world evidence from Nova Scotia.

2022· article· en· W4282017622 on OpenAlexaffabout
Margaret Sheridan, Stephanie Snow

Bibliographic record

VenueJournal of Clinical Oncology · 2022
Typearticle
Languageen
FieldMedicine
TopicEsophageal Cancer Research and Treatment
Canadian institutionsQueen Elizabeth II Health Sciences CentreCapital District Health AuthorityNova Scotia Health Authority
Fundersnot available
KeywordsMedicinePopulationNivolumabEsophageal cancerDiseaseCancerSurgeryInternal medicineGeneral surgeryImmunotherapy

Abstract

fetched live from OpenAlex

e16047 Background: Post-operative immunotherapy (POI) with nivolumab has become the standard of care for eligible patients with esophageal and gastroesophageal junction cancers (EGEJC) who had pre-operative chemoradiation (POCRT) and definitive surgery. However, not all patients who receive POCRT are eligible for POI. Objective: The primary objective was to determine the proportion of patients who receive POCRT that are eligible for POI in a real-world population. Further, we aimed to identify the specific barriers to POI to determine factors which could be strategically addressed to maximize access to curative intent treatment. Methods: All patients residing in mainland Nova Scotia who received POCRT between July 2016 and April 2019 were analyzed. Disease, patient, and treatment characteristics were collected via chart review. The relative proportion of patients who (1) had definitive surgery, (2) were eligible to receive POI and (3) would have accepted POI were collected. The specific reasons for non-eligibility or refusal of POI were captured. Results: A total of 65 patients received POCRT during the study period. 44 of those went on to have definitive surgery. All 44 of these patients were then screened for eligibility to be enrolled in a trial of POI. 23 were eligible, but 12 declined trial enrolment. 21 were ineligible, with the most common reason being a pathological complete response (n=11). Of the 21 patients who did not undergo surgery, 12 were found to have new metastatic disease on pre-operative restaging and 9 were felt to be too frail. Conclusions: Only 35% of patient receiving POCRT were eligible for POI. This is important real-world data when planning allocation of resources and adapting health care budgets for novel treatments and indications.

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)0.006
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 score0.630
Threshold uncertainty score0.735

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.006
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0010.001
Scholarly communication0.0010.000
Open science0.0000.001
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 head0.086
GPT teacher head0.448
Teacher spread0.363 · 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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Citations0
Published2022
Admission routes2
Has abstractyes

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