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Improving communication of cancer survival statistics-feasibility of implementing model-based algorithms in routine publications. | LitMetric

AI Article Synopsis

  • - Routine cancer patient survival reporting is crucial for evaluating healthcare effectiveness and understanding prognosis, but the current publications need to be more diverse in the survival measures they present.
  • - The study utilized data from the Cancer Registry of Norway to suggest an automated method for estimating survival statistics across 23 types of cancer while avoiding assumptions about proportional hazards.
  • - Results indicated that reliable survival estimates could be generated for 21 out of 23 cancer sites, but implementing new survival measures in publications could be complex, highlighting the need for automated solutions.

Article Abstract

Background: Routine reporting of cancer patient survival is important, both to monitor the effectiveness of health care and to inform about prognosis following a cancer diagnosis. A range of different survival measures exist, each serving different purposes and targeting different audiences. It is important that routine publications expand on current practice and provide estimates on a wider range of survival measures. We examine the feasibility of automated production of such statistics.

Methods: We used data on 23 cancer sites obtained from the Cancer Registry of Norway (CRN). We propose an automated way of estimating flexible parametric relative survival models and calculating estimates of net survival, crude probabilities, and loss in life expectancy across many cancer sites and subgroups of patients.

Results: For 21 of 23 cancer sites, we were able to estimate survival models without assuming proportional hazards. Reliable estimates of all desired measures were obtained for all cancer sites.

Discussion: It may be challenging to implement new survival measures in routine publications as it can require the application of modeling techniques. We propose a way of automating the production of such statistics and show that we can obtain reliable estimates across a range of measures and subgroups of patients.

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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC10449893PMC
http://dx.doi.org/10.1038/s41416-023-02360-5DOI Listing

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