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Record W3128342266 · doi:10.1016/j.jtho.2021.01.1605

A Phase 2 Study of Capmatinib in Patients With MET-Altered Lung Cancer Previously Treated With a MET Inhibitor

2021· article· en· W3128342266 on OpenAlexfundno aff
Ibiayi Dagogo‐Jack, Philicia Moonsamy, Justin F. Gainor, Jochen K. Lennerz, Zofia Piotrowska, W. Marston Linehan, Inga T. Lennes, Lecia V. Sequist, Alice T. Shaw, Kelly Goodwin, Sara E. Stevens, Andrew Do, Subba R. Digumarthy, Kristin S. Price, Alona Muzikansky, Aaron N. Hata, Rebecca S. Heist

Bibliographic record

VenueJournal of Thoracic Oncology · 2021
Typearticle
Languageen
FieldMedicine
TopicLung Cancer Treatments and Mutations
Canadian institutionsnot available
FundersJanssen PharmaceuticalsJanssen BiotechFoundation MedicineChugai PharmaceuticalGenentechClinical Excellence CommissionLunitRelay TherapeuticsNorthwell HealthApollomicsPfizerIncyteSiemens Medical Solutions USAAstraZenecaNovocureCommission for Environmental CooperationMedStar Health Research InstituteRegeneron PharmaceuticalsArray BioPharmaAgios PharmaceuticalsRocheNovartisHeron TherapeuticsBristol-Myers SquibbIgnytaEli Lilly and CompanyDaiichi Sankyo EuropeNational Cancer InstituteGilead SciencesMedtronicAriad PharmaceuticalsSiemens HealthineersAmgenBoehringer IngelheimExelixisAmerican Lung Association
KeywordsMedicineLung cancerCancerInternal medicineOncology

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 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)0.001
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 score0.005
Threshold uncertainty score0.016

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0020.002
Bibliometrics0.0000.000
Science and technology studies0.0000.001
Scholarly communication0.0010.001
Open science0.0010.000
Research integrity0.0020.004
Insufficient payload (model declined to judge)0.0050.001

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 head0.018
GPT teacher head0.450
Teacher spread0.432 · 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

Citations63
Published2021
Admission routes1
Has abstractno

Explore more

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