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Record W4406054849 · doi:10.18103/mra.v12i12.6190

Innovative Approaches to Non-Metastatic Anal Cancer: Bridging Today and Tomorrow

2024· article· en· W4406054849 on OpenAlex
Artur Ferreira, Mauro Daniel Spina Donadio, Renata D’Alpino Peixoto, Daniel Fernandes Saragiotto, Alexandre A. Jácome

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueMedical Research Archives · 2024
Typearticle
Languageen
FieldMedicine
TopicColorectal and Anal Carcinomas
Canadian institutionsBC Cancer Agency
Fundersnot available
KeywordsBridging (networking)Anal cancerMedicineComputer scienceCancerInternal medicine

Abstract

fetched live from OpenAlex

Anal cancer, although rare, has seen an increasing incidence and mortality, primarily due to high-risk sexual behaviors, HIV, and low HPV vaccination coverage. This review examines current treatment strategies for non-metastatic squamous cell carcinoma of the anus, with a focus on chemoradiation therapy (CRT) and emerging therapies. The historical and scientific basis for chemoradiation therapy using 5-fluorouracil and mitomycin C (MMC) is discussed as the standard treatment, although alternatives such as cisplatin and capecitabine show promise, particularly in settings where MMC is unavailable or when access to infusion pumps is restricted. Negative data regarding treatment intensification, induction or maintenance chemotherapy, and combinations with targeted therapies that have not demonstrated significant benefits are also reviewed. Ongoing research on immune checkpoint inhibitors presents new opportunities to improve patient outcomes. Surgical interventions may be recommended for very early disease but are usually reserved for cases of recurrence or failure after CRT. Despite challenges related to immunization efforts and high-risk behaviors, advancements in CRT and the development of novel therapies offer hope for improved outcomes with reduced toxicity.

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.

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)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Other design · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.972
Threshold uncertainty score0.442

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.001
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 head0.184
GPT teacher head0.405
Teacher spread0.222 · 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