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Record W4403961868 · doi:10.58931/cot.2024.1328

Tailored Approaches and Patient-centered Care: The Current Landscape of Neoadjuvant Therapy in Rectal Cancer

2024· article· en· W4403961868 on OpenAlexaboutno aff
Tharani Krishnan

Bibliographic record

VenueCanadian oncology today. · 2024
Typearticle
Languageen
FieldMedicine
TopicColorectal Cancer Surgical Treatments
Canadian institutionsnot available
Fundersnot available
KeywordsColorectal cancerMedicineCurrent (fluid)Neoadjuvant therapyOncologyCancerIntensive care medicineGeneral surgeryInternal medicineBreast cancerEngineering

Abstract

fetched live from OpenAlex

Colorectal cancer (CRC) is the third most diagnosed cancer in Canada and worldwide. Although mortality rates have declined, it remains the second most lethal malignancy worldwide. For patients with locally advanced rectal cancer (LARC), several new concepts have been introduced in recent years for treatment sequencing and de-escalation. The use of pelvic magnetic resonance imaging (MRI) for initial staging and neoadjuvant therapy response assessment has become a key part of the workup for LARC, utilizing the expertise of specialist radiologists. High-volume rectal cancer centers have adopted total neoadjuvant therapy (TNT) as a preferred approach for many patients with LARC. There is rising interest in shortening the duration of chemotherapy or radiation, or even omitting radiation altogether for select patients, to reduce the burden of long-term toxicities. For patients who achieve clinical complete or near-complete responses (cCR or nCR) to neoadjuvant therapies, nonoperative management (NOM) has emerged as an option to avoid the complications of a total mesorectal excision (TME). This paradigm shift has resulted in numerous treatment options for many patients with rectal cancer, enabling a more individualized, multidisciplinary approach to care. Clinicians must understand how to interpret the evidence around these new concepts to successfully implement them into clinical practice. This review summarizes the recent evidence for neoadjuvant therapy approaches in rectal cancer to provide a context for this paradigm shift to a tailored therapeutic strategy.

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 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)0.000
metaresearch head score (Gemma)0.000
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 score0.930
Threshold uncertainty score0.987

Codex and Gemma teacher scores by category

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

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 head0.047
GPT teacher head0.310
Teacher spread0.264 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designOther design
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
Published2024
Admission routes1
Has abstractyes

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