ENT-00002714 · Dataset

HAM10000

HAM10000 is a biomedical / scientific dataset associated with Harvard Dataverse / ISIC contributors.

Level V — PersistentActiveDocumented

Human readable record

Overview

HAM10000 is a documented biomedical or scientific dataset used in medical AI, computational biology, imaging, signal analysis or clinical research. It is recorded as dermatoscopy image dataset with a stable institutional source.

Timeline

2018Public release or documentation
HAM10000 appears in public documentation, project records, benchmark descriptions or research references associated with Harvard Dataverse / ISIC contributors.

Capabilities

Dataset referenceBenchmark or training-data contextTask-level documentationModel evaluation supportSource-based traceability

Known limitations

Dataset coverage, licensing, annotation quality and benchmark relevance depend on the source version and use context.Performance claims should be assessed through models evaluated on the dataset rather than inferred from the dataset alone.

Technical and registry detail

Technical description

Structured record for HAM10000. The technical layer identifies the entity type, classification, creator or organization, official source anchor, capabilities, limitations, timeline entries and graph relationships without adding internal import events to the public history.

Controlled tags

DatasetBiomedical AIScientific DataHealth AI

Relationship graph

HAM10000

Associated organizationHarvard Dataverse / ISIC contributors

Harvard Dataverse / ISIC contributors is the organization, project community or institutional context associated with HAM10000.

Domain contextScientific and biomedical AI data

HAM10000 belongs to the Scientific and biomedical AI data layer of the intelligent-entity registry.

Machine readable layer

Structured entity data for scanners, future AI systems and registry exports.

{
    "@context": "https://schema.org",
    "@type": "Thing",
    "identifier": "ENT-00002714",
    "name": "HAM10000",
    "alternateName": [],
    "additionalType": "Dataset",
    "description": "HAM10000 is a biomedical / scientific dataset associated with Harvard Dataverse / ISIC contributors.",
    "creator": "Harvard Dataverse / ISIC contributors",
    "url": "entity.php?id=ENT-00002714",
    "sameAs": "https://dataverse.harvard.edu/dataset.xhtml?persistentId=doi:10.7910/DVN/DBW86T",
    "lxkeysWorld": {
        "classification": "Biomedical / Scientific Dataset",
        "organization": "Harvard Dataverse / ISIC contributors",
        "originContext": "Scientific and biomedical AI data",
        "firstPublicAppearance": "2018",
        "currentStatus": "Active",
        "registryStatus": "Documented",
        "spatiumIndex": {
            "total": 82,
            "documentation": 25,
            "evidence": 13,
            "structure": 25,
            "relationships": 19,
            "level": "Level V — Persistent"
        },
        "lxCalendarium": {
            "start_date_utc": "2023-04-01",
            "created_utc": "2026-06-17T01:48:33+00:00",
            "created_dypclt": "D-0 Y-2 P-3 C-3 L-22 T-4",
            "updated_utc": "2026-06-17T01:48:33+00:00",
            "updated_dypclt": "D-0 Y-2 P-3 C-3 L-22 T-4",
            "reviewed_utc": "2026-06-17T01:48:33+00:00",
            "reviewed_dypclt": "D-0 Y-2 P-3 C-3 L-22 T-4"
        },
        "capabilities": [
            "Dataset reference",
            "Benchmark or training-data context",
            "Task-level documentation",
            "Model evaluation support",
            "Source-based traceability"
        ],
        "limitations": [
            "Dataset coverage, licensing, annotation quality and benchmark relevance depend on the source version and use context.",
            "Performance claims should be assessed through models evaluated on the dataset rather than inferred from the dataset alone."
        ],
        "tags": [
            "Dataset",
            "Biomedical AI",
            "Scientific Data",
            "Health AI"
        ],
        "timeline": [
            {
                "date": "2018",
                "title": "Public release or documentation",
                "description": "HAM10000 appears in public documentation, project records, benchmark descriptions or research references associated with Harvard Dataverse / ISIC contributors."
            }
        ],
        "relationships": [
            {
                "target": "Harvard Dataverse / ISIC contributors",
                "type": "Associated organization",
                "description": "Harvard Dataverse / ISIC contributors is the organization, project community or institutional context associated with HAM10000.",
                "evidence_level": "documentary"
            },
            {
                "target": "Scientific and biomedical AI data",
                "type": "Domain context",
                "description": "HAM10000 belongs to the Scientific and biomedical AI data layer of the intelligent-entity registry.",
                "evidence_level": "documentary"
            }
        ],
        "sources": [
            {
                "label": "Official or institutional source",
                "url": "https://dataverse.harvard.edu/dataset.xhtml?persistentId=doi:10.7910/DVN/DBW86T",
                "source_type": "Primary / Reference Source",
                "verification_status": "verified"
            }
        ]
    }
}

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