Cancer Detection

EnsembleOnco-XL

EnsembleOnco-XL is a SYNTHETIC/DEMO cancer detection model for multi-organ tumor board ensemble. Outputs are deterministic demo values — NOT for clinical use. Trained (synthetically) on de-identified multi-modal data.

Multi-modal BioNexus License: BioFoundry Research v4.8.4 RTG 4.7 DL 319,425
SYNTHETIC DEMOAll outputs are deterministic demo data — not for clinical use, not real medical inference.

Metrics

MetricValueSplit
AUC0.828Synthetic hold-out
Calibration (ECE)0.077Synthetic
InputsOutputs
Imaging + pathology + genomicsConsensus malignancy + report

Run a synthetic prediction

Returns a deterministic synthetic result — clearly labeled, not for clinical use.

API integration

Call this model from your pipeline (demo — no real key required):

import requests
r = requests.post("https://api.biofoundry.ai/v1/models/bf-012-ensembleonco-xl/predict",
    headers={"Authorization": "Bearer <API_KEY>"},
    json={"input": "<imaging + pathology + genomics>"})
print(r.json())  # -> synthetic demo prediction

See the API reference · JSON: /api/models/bf-012-ensembleonco-xl

Version history

VersionStatusNotes
v4.8.0ArchivedSynthetic release note 0
v4.8.1ArchivedSynthetic release note 1
v4.8.2ArchivedSynthetic release note 2
v4.8.3ArchivedSynthetic release note 3
v4.8.4CurrentSynthetic release note 4

Community contributions: 129 synthetic contributors have submitted evaluations and fine-tunes.