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Record W4403327461 · doi:10.1016/j.esmoop.2024.103931

Clinically meaningful outcomes in refractory metastatic colorectal cancer: a decade of defining and raising the bar

2024· review· en· W4403327461 on OpenAlexaboutno aff
Marwan Fakih, Gerald W. Prager, Josep Tabernero, Nadia Amellal, Elizabeth Calleja, Julien Taı̈eb

Bibliographic record

VenueESMO Open · 2024
Typereview
Languageen
FieldMedicine
TopicColorectal Cancer Treatments and Studies
Canadian institutionsnot available
FundersChugai PharmaceuticalSamsungGenentechIncyteF. Hoffmann-La RocheEisaiDaiichi Sankyo EuropeSanofiServierTakeda OncologyAmgenPfizerLes Laboratories Pierre FabreAstraZenecaEli Lilly and CompanyBristol-Myers Squibb
KeywordsRefractory (planetary science)Raising (metalworking)Colorectal cancerBar (unit)MedicineOncologyCancerInternal medicineEngineeringGeographyMaterials scienceMetallurgyMechanical engineering

Abstract

fetched live from OpenAlex

Currently, there is no consensus definition for clinically meaningful outcomes in randomized clinical trials (RCTs) designed to evaluate new treatments for patients with refractory metastatic colorectal cancer (mCRC). Since 2014, recommended targets for improvements in overall survival and progression-free survival have been published by several societies, including those from the American Society of Clinical Oncology (ASCO) Clinically Meaningful Outcomes Working Group in 2014, the European Society for Medical Oncology-Magnitude of Clinical Benefit Scale (ESMO-MCBS) in 2015, and Colorectal Cancer Canada (CCC) consensus statements in 2019. However, evidence from several systematic reviews suggests that in a substantial proportion of RCTs that led to oncology drug approvals, the recommended thresholds of ASCO and ESMO-MCBS were not met. In addition to efficacy and safety, quality of life (QoL) is important to patients with mCRC, especially for those who are receiving later-line therapy or end-of-life care. As such, both ESMO-MCBS and CCC recommend the inclusion of QoL assessments in the design of mCRC clinical trials. Since the publication of the ASCO recommendations in 2014, there has been significant progress in the development of treatment options for patients with refractory mCRC; these include the approvals of trifluridine/tipiracil (FTD/TPI) as a single agent and in combination with bevacizumab, and the approval of fruquintinib. Among the phase III RCTs in third-line mCRC, only the SUNLIGHT trial of FTD/TPI plus bevacizumab met all recommended thresholds for clinically meaningful improvements, while also demonstrating a manageable safety profile and slower deterioration in multiple measures of QoL compared with FTD/TPI alone. The results from the SUNLIGHT study show that incremental gains in several clinically meaningful endpoints are achievable, thus raising the bar in defining clinically meaningful outcomes for emerging therapies in refractory mCRC.

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)0.001
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: Review · Consensus signal: Review
Teacher disagreement score0.984
Threshold uncertainty score0.735

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0030.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.001
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 head0.126
GPT teacher head0.465
Teacher spread0.339 · 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
GenreReview

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

Citations5
Published2024
Admission routes1
Has abstractyes

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