# Comparison of the accuracy of human readers versus machine-learning algorithms for pigmented skin lesion classification: an open, web-based, international, diagnostic study

**Type:** Papers  
**Canonical URL:** https://scholariq.org/papers/comparison-of-the-accuracy-of-human-readers-versus-machine-learning-algorithms/

## Facts

| Field | Value |
| --- | --- |
| Author Names | Philipp Tschandl,Noel Codella,Bengü Nisa Akay,Giuseppe Argenziano,Ralph P. Braun,Horacio Cabo,David A. Gutman,Allan C. Halpern,Brian Helba,Rainer Hofmann‐Wellenhof,Aimilios Lallas,Jan Lapins,Caterina Longo,Josep Malvehy,Michael A. Marchetti,Ashfaq A. Marghoob,Scott W. Menzies,Amanda Oakley,John Paoli,Susana Puig,Claus Rinner,Cliff Rosendahl,Alon Scope,Christoph Sinz,H. Peter Soyer,L. Thomas,Iris Zalaudek,Harald Kittler |
| Citations | 547 |
| DOI | 10.1016/s1470-2045(19)30333-x |
| Fields | Computer Science,Medicine |
| Open Access | true |
| OA Status | green |
| OA URL | https://www.sciencedirect.com/science/article/pii/S147020451930333X/pdf |
| OpenAlex ID | https://openalex.org/W2952971376 |
| PMID | 31201137 |
| Type | article |
| Year | 2019 |

## Paper authors

- [Giuseppe Argenziano](https://scholariq.org/researchers/giuseppe-argenziano/)

## Paper journal

- [The Lancet Oncology](https://scholariq.org/journals/the-lancet-oncology/)

## Paper primary topic

- [Cutaneous Melanoma Detection and Management](https://scholariq.org/topics/cutaneous-melanoma-detection-and-management/)

## Paper topics

- [Cutaneous Melanoma Detection and Management](https://scholariq.org/topics/cutaneous-melanoma-detection-and-management/)
- [Nonmelanoma Skin Cancer Studies](https://scholariq.org/topics/nonmelanoma-skin-cancer-studies/)
- [AI in cancer detection](https://scholariq.org/topics/ai-in-cancer-detection/)

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Source: ScholarIQ — public research metadata, principally OpenAlex. See https://scholariq.org/sources/ for provenance and https://scholariq.org/methodology/ for what these figures mean.