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Record W4385289823 · doi:10.1016/j.ijrobp.2023.07.019

Concurrent Lapatinib With Brain Radiation Therapy in Patients With HER2+ Breast Cancer With Brain Metastases: NRG Oncology–KROG/RTOG 1119 Phase 2 Randomized Trial

2023· article· en· W4385289823 on OpenAlexaff
In Ah Kim, Kathryn Winter, Paul W. Sperduto, Jennifer F. De Los Santos, David M. Peereboom, Tomi Ogunleye, Daniel Boulter, Joel Fritz, Kwan Ho Cho, Kyung Hwan Shin, Imran Zoberi, Serah Choi, Joshua D. Palmer, Ben Liem, Yong Bae Kim, Bethany Anderson, Anupama W. Thakrar, Thierry Muanza, Michelle M. Kim, Doo Ho Choi, Minesh P. Mehta, Julia White

Bibliographic record

VenueInternational Journal of Radiation Oncology*Biology*Physics · 2023
Typearticle
Languageen
FieldMedicine
TopicBrain Metastases and Treatment
Canadian institutionsJewish General Hospital
FundersKorean Foundation for Cancer ResearchNRG OncologyNational Cancer InstituteNovocureNational Institutes of HealthVarian Medical Systems
KeywordsLapatinibMedicineClinical endpointRadiosurgeryInternal medicineConcomitantOncologyBreast cancerRadiation therapyRandomized controlled trialAdverse effectMetastatic breast cancerCancerTrastuzumab

Abstract

fetched live from OpenAlex
No abstract in any covered source. Its absence is recorded, not treated as a negative.

No abstract. This is not a gap in this database; OpenAlex has none either. 23.3% of the frame is in this state, and the screen finds HALF as much metaresearch here, so the absence is a measured bias rather than a missing field.

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)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Randomized trial · Consensus signal: Randomized trial
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.452
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0020.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.022
GPT teacher head0.366
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.

Study designRandomized 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

Citations17
Published2023
Admission routes1
Has abstractno

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