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Record W2065363188 · doi:10.1159/000368245

Predictive Factors of the Use of Systemic Therapy in Stage IV Colorectal Cancer: Who Gets Chemotherapy?

2015· article· en· W2065363188 on OpenAlexafffundabout
Shahid Ahmed, Punam Pahwa, Anthony Fields, Selliah Chandra‐Kanthan, Nayyer Iqbal, Adnan Zaidi, Bruce Reeder, Florence A. Plaza, Tong Zhu, Anne Leis

Bibliographic record

VenueOncology · 2015
Typearticle
Languageen
FieldMedicine
TopicColorectal Cancer Treatments and Studies
Canadian institutionsUniversity of SaskatchewanUniversity of AlbertaSaskatchewan Cancer Agency
FundersSaskatchewan Cancer Agency
KeywordsMedicineInternal medicineChemotherapyColorectal cancerOdds ratioGastroenterologyStage (stratigraphy)PopulationCancerLogistic regressionRetrospective cohort studySurgeryOncology

Abstract

fetched live from OpenAlex

BACKGROUND: Chemotherapy improves survival in patients with stage IV colorectal cancer (CRC). Although in a clinical trial setting, strict eligibility criteria are used for chemotherapy, little is known about the use of chemotherapy in the general population. The study aims to assess clinicopathological variables that correlate with the use of chemotherapy in patients with stage IV CRC. METHODS: A retrospective cohort study involving patients with stage IV CRC, diagnosed between 1992 and 2005, in the province of Saskatchewan was carried out. A logistic regression analysis was performed to assess the correlation of various clinicopathological factors with the use of chemotherapy. RESULTS: A total of 1,237 eligible patients were identified. Their median age was 70 years (range: 22-98) and the male:female ratio was 1.3:1. 23.8% had an ECOG performance status (PS) of ≥2 and 61.8% of the patients had a comorbid illness. 46.8% of the patients received chemotherapy. The multivariate logistic regression analysis revealed that an age of <65 years [odds ratio (OR) 3.82, 95% CI: 2.59-5.63], metastasectomy (OR 3.60, 95% CI: 1.82-7.10), normal albumin (OR 3.26, 95% CI: 2.44-4.36), no comorbid illness (OR 2.87, 95% CI: 1.34-6.16), ECOG PS of <2 (OR 2.72, 95% CI: 1.94-3.82), normal blood urea nitrogen (OR 2.24, 95% CI: 1.40-3.59), palliative radiation (OR 2.03, 95% CI: 1.38-2.99), primary tumor resection (OR 2.00, 95% CI: 1.47-2.73), and the time period (OR 1.85, 95% CI: 1.41-2.42) were significantly correlated with the use of chemotherapy. CONCLUSIONS: The use of chemotherapy appears to be increasing in stage IV CRC. Patients treated with curative intention or who underwent primary tumor resection were more likely to receive chemotherapy. Despite a known benefit of chemotherapy in elderly patients, a differential use of chemotherapy was noted in this population.

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: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.014
Threshold uncertainty score0.469

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
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 head0.073
GPT teacher head0.338
Teacher spread0.265 · 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 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

Citations7
Published2015
Admission routes3
Has abstractyes

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