Related Experiment Video For ambulatory care
Updated: Dec 30, 2025

Comparison of Predictive Performance of Three Lymph Node Staging Systems in Colorectal Signet Ring Cell Carcinoma Based on Machine Learning Model
Published on: April 18, 2025
Operationalizing Outpatient Palliative Care Referral Criteria in Lung Cancer Patients: A Population-Based Cohort
Javaid Iqbal1, Rinku Sutradhar1,2, Haoyu Zhao1
1ICES, Toronto, Ontario, Canada.
Abstract:
Early referral of cancer patients for palliative care significantly improves the quality of life. It is not clear which patients can benefit from an early referral, and when the referral should occur. A Delphi Panel study proposed 11 major criteria for an outpatient palliative care referral. To operationalize major Delphi criteria in a cohort of lung cancer patients, using a prospective approach, by linking health administrative data. Population-based observational cohort study. The study population comprised 38,851 cases of lung cancer in the Ontario Cancer Registry, diagnosed from January 1, 2012, to December 31, 2016. We operationalized 6 of the 11 major criteria (4 diagnosis or prognosis based and 2 symptom based). Patients were considered eligible (index event) for palliative care if they qualified for any criterion. Among eligible patients, we identified those who received palliative care. Twenty-eight thousand one hundred sixty-four patients were eligible for palliative care by qualifying for either the diagnosis- or prognosis-based criteria (n = 21,036, 76.5%), or for symptom-based criteria (n = 7128, 23.5%). A total of 23,199 (82.4%) patients received palliative care. The median time from palliative care eligibility to the receipt of first palliative care or death or maximum study follow-up was 56 days (range = 17-348). We operationalized six major criteria that identified the majority of lung cancer patients who were eligible for palliative care. Most eligible patients received the palliative care before death. Future research is warranted to test these criteria in other cancer populations.
More Related Videos
06:46Competing-Risk Nomogram for Predicting Cancer-Specific Survival in Multiple Primary Colorectal Cancer Patients after Surgery
Published on: September 27, 2024
09:42Using Continuous Data Tracking Technology to Study Exercise Adherence in Pulmonary Rehabilitation
Published on: November 8, 2013
Related Concept Videos
Cancer Survival Analysis
Statistical Methods for Analyzing Epidemiological Data
Nursing Ethical Principles II
Consider the following scenario, which illustrates how these principles are applied in the care of Mr. John, a fifty-year-old teacher diagnosed with metastatic liver cancer.
Initially, Mr. John's...