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Record W4413428087 · doi:10.1007/s00066-025-02456-2

Die intensitätsmodulierte Strahlentherapie zur Behandlung von Weichgewebesarkomen der Extremitäten: Ergebnisse der einarmigen Phase-2-Studie IMRiS

2025· article· de· W4413428087 on OpenAlexaff
Siyer Roohani, Falk Roeder

Bibliographic record

VenueStrahlentherapie und Onkologie · 2025
Typearticle
Languagede
FieldMedicine
TopicNonmelanoma Skin Cancer Studies
Canadian institutionsPrincess Margaret Cancer Centre
FundersCharité – Universitätsmedizin Berlin
KeywordsMedicineGynecologyNuclear medicine

Abstract

fetched live from OpenAlex

Hintergrund Die perioperative Strahlentherapie verbessert die lokale Tumorkontrolle bei Weichgewebesarkomen (STS) der Extremitäten und der Rumpfwand [1, 2].In der randomisierten kanadischen SR2-Studie (CAN-NCIC-SR2) zeigte die präoperative Bestrahlung eine doppelt so hohe Rate akuter, aber reversibler Wundkomplikationen, während die postoperative Therapie häufiger zu irreversiblen Spättoxizitäten führte -bei vergleichbaren onkologischen Ergebnissen [3, 4].Aufgrund des günstigeren Nebenwirkungsprofils wird heute die präoperative Strahlentherapie bevorzugt [3-6].Die SR2-Studie wendete zwischen 1994 und 1997 ausschließlich die konventionelle zweidimensionale Strahlentherapie (2D-RT) an [4].Obwohl die intensitätsmodulierte Strahlentherapie (IMRT) bereits 1982 beschrieben wurde, hat sich der flächendeckende Einsatz erst deutlich später

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)0.002
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: Non-randomized trial · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.007
Threshold uncertainty score0.023

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.002
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0020.003
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0010.001
Open science0.0000.000
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0070.001

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 head0.032
GPT teacher head0.365
Teacher spread0.333 · 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

Citations0
Published2025
Admission routes1
Has abstractyes

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