MétaCan
Menu
Back to cohort
Record W4289878417 · doi:10.1093/noajnl/vdac078.059

MMAP-02 A POPULATION - BASED STUDY ON RADIATION THERAPY FOR BRAIN METASTASIS FROM MALIGNANT MELANOMA IN BRITISH COLUMBIA: EVALUATING THE IMPACT OF IMMUNOTHERAPY AND STEREOTACTIC TECHNIQUES

2022· article· en· W4289878417 on OpenAlexaboutno aff
Gaurav Bahl, Thao D. Nguyen

Bibliographic record

VenueNeuro-Oncology Advances · 2022
Typearticle
Languageen
FieldMedicine
TopicBrain Metastases and Treatment
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineBrain metastasisRadiation therapyMelanomaRadiosurgeryStereotactic radiation therapyUnivariate analysisPopulationPembrolizumabInternal medicineOncologyCancerSurgeryImmunotherapyMultivariate analysisMetastasis

Abstract

fetched live from OpenAlex

Abstract BACKGROUND To evaluate population-based outcomes for patients with brain metastasis from malignant melanoma, treated using radiation therapy, and to assess the impact of immunotherapy (IMT) and stereotactic radiation techniques (SRT). METHODS Data was obtained from the BC Cancer Registry for all patients diagnosed with Melanoma in British Columbia, between 1st Jan 2005 and 31st Dec 2018. A total of 5133 patients were identified. These patients had received 2244 courses of RT, of which 461 were directed to the Brain, in 419 unique individuals. The median age was 62 years and majority, 89.5% (n=375), had cutaneous melanomas while 44 had mucosal or choroidal primary sites of disease. A total of 106 (25.3%) patients received IMT, and pembrolizumab was most commonly used (n=48). Over 85% of patients (n=358) received Whole Brain Radiation Therapy (WBRT) alone, with 20 Gy/5 being the most common dose fractionation. Stereotactic Radio-Surgery (SRS) or SRT alone was used in 31 patients, while 30 patients received a combination of SRS/SRT and WBRT. The most used fractionation for SRS was 30Gy/1 (n=9), and for SRT was 35 Gy/5 (n=25). Overall Survival (OS) was calculated from the date of starting radiation therapy. RESULTS After a median follow-up of 43 months (95% CI: 18.2 - 67.7), a total of 377 patients had died, with a Median Survival of 2 months (95% CI: 1.46 - 2.53 months) and a 2 year OS of 11.7%. On univariate analysis, age over 65, use of IMT, and SRS/SRT had a significant impact on 2-year OS (14.5% vs 7.4%, p<0.0001; 27.6% vs 6.7%, p<0.0001; and, 38.7% vs. 7.1% p <0.0001, respectively). These factors retained statistical significance on multi-variable analysis. The 2 year OS for patients who received IMT and SRS/SRT alone (n=22) was 54.7%. CONCLUSION Selected patients treated aggressively with SRS/SRT and IMT have a median survival of >25 months and a 2-year OS > 50%.

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 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)0.000
Version: codex-gemma-dda1882f352aValidation 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 score0.472
Threshold uncertainty score0.997

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
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)0.0000.000

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 head0.035
GPT teacher head0.379
Teacher spread0.344 · 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 teacher head, 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

Citations0
Published2022
Admission routes1
Has abstractyes

Explore more

Same venueNeuro-Oncology AdvancesSame topicBrain Metastases and TreatmentFrench-language works237,207