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Record W4244397641 · doi:10.29199/caon.101011

Post-Whole Brain Radiation Therapy Systemic Treatment Increases Survival

2018· article· en· W4244397641 on OpenAlexaff
Junliang Liu

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldMedicine
TopicGlioma Diagnosis and Treatment
Canadian institutionsUniversity of ManitobaCancerCare Manitoba
Fundersnot available
KeywordsSystemic therapyRadiation therapyMedicineInternal medicineCancer

Abstract

fetched live from OpenAlex

Purpose/Objective: Brain metastases account for more than one-half of all intracranial malignancies.The prognosis of cancer patients with brain metastases has been dismal even with the availability of surgery, stereotactic radiosurgery, whole brain radiation therapy or the combination of these modalities.This study is to explore the impact of post-whole brain radiotherapy systemic treatment on patient survival. Material/Methods:From July 1, 2005 to May 1, 2016, a cohort of patients with brain metastases was treated with whole brain radiation therapy, daily treatment, five days per week.Data was analyzed by comparing the survival difference between the group of patients who received post-whole brain radiation therapy systemic treatment and the group of patients who did not have post-whole brain radiation therapy systemic treatment.Results: A total of 65 patients, male 31, female 34, aged 25 to 92 years old were identified.Eleven out of 65 patients received post-whole brain radiotherapy systemic treatment including chemotherapy (for 8 out of 11 patients), target therapy (for 2 out of 11 patients), and chemotherapy plus target therapy (for 1 out of 11 patients).The median post-whole brain radiation therapy survival for patients who received post-whole brain radiation therapy systemic treatment was 13.5 months, compared to a much shorter median survival of only 2.5 months for patients who did not receive post-whole brain radiotherapy systemic treatment.Conclusion: Post-whole brain radiation therapy systemic treatment increases the overall survival of patients with brain metastases.

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: Non-randomized trial · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.009
Threshold uncertainty score0.029

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)0.0090.001

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 head0.020
GPT teacher head0.288
Teacher spread0.268 · 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 designNon-randomized trial
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
Published2018
Admission routes1
Has abstractyes

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