MétaCan
Menu
Back to cohort

Outcomes of adolescent males with extracranial malignant germ cell tumors compared with children and young adults: A report from the Malignant Germ Cell Tumors International Consortium (MaGIC) group.

2019· article· en· W2947981934 on OpenAlexaff
Furqan Shaikh, Dan Stark, Ha Dang, Caihong Xia, Mark Krailo, Sally Stenning, Farzana Pashankar, Carlos Rodríguez‐Galindo, Thomas A. Olson, Juliet Hale, Sarita Depani, Sara Stoneham, James C. Nicholson, Matthew J. Murray, James F. Amatruda, Deborah F. Billmire, Adriana Fonseca, A. Lindsay Frazier

Bibliographic record

VenueJournal of Clinical Oncology · 2019
Typearticle
Languageen
FieldMedicine
TopicTesticular diseases and treatments
Canadian institutionsHospital for Sick Children
Fundersnot available
KeywordsMedicineYoung adultGerm cell tumorsPediatricsInternal medicineChemotherapy

Abstract

fetched live from OpenAlex

10022 Background: Adolescents with extracranial malignant germ cell tumors (GCTs) are often treated on the same regimens developed for children, but more closely resemble the clinical characteristics of young adult patients. We sought to determine whether event-free survival (EFS) for adolescents with GCTs was more like that of children or young adults. Methods: We assembled an individual patient database of ten GCT trials: seven conducted by pediatric cooperative groups and three by an adult group. We selected male patients aged 0-30 years old treated with platinum-based chemotherapy for non-seminomatous malignant GCTs of the testis, retroperitoneum, or mediastinum. We categorized age-group as children (0 to < 11 years), adolescents (11 to < 18 years), or young adults (18 to < 30 years old). We compared EFS among age groups, and adjusted for calculated IGCCCG risk-group using Cox proportional hazards analysis. Results: 593 patients met inclusion criteria, of whom 90 were children, 109 were adolescents, and 394 were young adults. The 5-year EFS for adolescents (72%; CI = 62-79%) was significantly lower than for children (90%; CI = 81-95%, p = 0.003) and for young adults (88%; CI = 84-91%, p < 0.001). Risk-group was significantly associated with EFS in the adolescent age-group (p = 0.002). In a Cox multivariable analysis, the difference between adolescents and children remained statistically significant (HR = 0.30, p = 0.001), but the difference between adolescents and young adults did not (HR 0.66, p = 0.114). Conclusions: EFS for adolescent patients with extracranial malignant GCTs was similar to young adults but significantly worse than children. This finding may have important implications for how adolescent patients are treated.

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)0.001
metaresearch head score (Gemma)0.002
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 score0.003
Threshold uncertainty score0.006

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.026
GPT teacher head0.335
Teacher spread0.309 · 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".

Quick stats

Citations1
Published2019
Admission routes1
Has abstractyes

Explore more

Same venueJournal of Clinical OncologySame topicTesticular diseases and treatmentsFrench-language works237,207