Systematic review of risk prediction tools for primary cutaneous melanoma outcomes and validation of sentinel lymph node positivity prediction in a UK tertiary cohort

This work highlights the complexity of predictive modelling and the rigorous validation process necessary to ensure accurate predictions. Our search highlights a tendency to focus on discriminative performance over calibration, and the possibility for inconsistent predictions when tools are applied to populations with differing characteristics.

Authors

Institutions

Publication Details

Journal
BJC Reports
Published
2024-11-11
DOI
https://doi.org/10.1038/s44276-024-00110-5
Citations
1
Primary Topic
Cutaneous Melanoma Detection and Management
Type
article
Field-Weighted Citation Impact
0.28

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Systematic review of risk prediction tools for primary cutaneous melanoma outcomes and validation of sentinel lymph node positivity prediction in a UK tertiary cohort

Amit Roshan, Robert Manton
1 citations
BJC Reports
Cutaneous Melanoma Detection and Management
0.28
article

Systematic review of risk prediction tools for primary cutaneous melanoma outcomes and validation of sentinel lymph node positivity prediction in a UK tertiary cohort

Amit Roshan, Robert Manton
article en
1 citations

Abstract

This work highlights the complexity of predictive modelling and the rigorous validation process necessary to ensure accurate predictions. Our search highlights a tendency to focus on discriminative performance over calibration, and the possibility for inconsistent predictions when tools are applied to populations with differing characteristics.

BJC ReportsVol. 2(1)
Cancer Research UK (GB), Cambridge University Hospitals NHS Foundation Trust (GB), Cancer Research UK Cambridge Center (GB)
Cancer Research UK, Royal College of Surgeons of England, University of Cambridge, Cambridge University Hospitals, Cancer Research UK Cambridge Institute, University of Cambridge
Zero hunger
Openalex Percentile: Top 34%
Cutaneous Melanoma Detection and Management
0.28
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Systematic review of risk prediction tools for primary cutaneous melanoma outcomes and validation of sentinel lymph node positivity prediction in a UK tertiary cohort — Amit Roshan, Robert Manton · BJC Reports (2024) | TGRS Research Map | TGRS