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Virchow2

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This model and associated code are released under the CC-BY-NC-ND 4.0 license and may only be used for non-commercial, academic research purposes with proper attribution. Any commercial use, sale, or other monetization of the Virchow2 Model and its derivatives, which include models trained on outputs from the Virchow2 Model or datasets created from the Virchow2 Model, is prohibited and requires prior approval. Please note that the primary email used to sign up for your Hugging Face account must match your institutional email to receive approval. By downloading the Virchow2 Model, you attest that all information (affiliation, research use) is correct and up-to-date. Downloading the Virchow2 Model requires prior registration on Hugging Face and agreeing to the terms of use. By downloading the Virchow2 model, you agree not to distribute, publish or reproduce a copy of the Virchow2 Model. If another user within your organization wishes to use the Virchow2 Model, they must register as an individual user and agree to comply with the terms of use. For commercial entity, we would reject by default without receiving purpose statement. Requests from commercial entities would be rejected by default if no statement of use received separately. If you are a commercial entity, please contact the corresponding author of this paper.

Further, by downloading the Virchow2 model, you agree you will only use the Virchow2 model for academic research purposes and will not use, or allow others to use, the Virchow2 model to:

1. Diagnose, cure, mitigate, treat, or prevent disease or any other conditions, including for Investigational Use Only (“IUO”), Research Use Only (“RUO”), commercial, clinical or other similar use, and including as a substitute for professional medical advice, a healthcare opinion, a diagnosis, treatment, or the clinical judgment of a healthcare professional, as no license or right is granted for any such purposes.

2. Re-identify the deidentified data used to develop the Virchow2 Model;

3. Violate the law or others’ rights, including to:

a. Engage in, promote, generate, contribute to, encourage, plan, incite, or further illegal or unlawful activity or content;

b. Engage in, promote, incite, or facilitate the harassment, abuse, threatening, or bullying of individuals or groups of individuals;

c. Engage in, promote, incite, or facilitate discrimination or other unlawful or harmful conduct in the provision of employment, employment benefits, credit, housing, other economic benefits, or other essential goods and services;

d. Engage in the unauthorized or unlicensed practice of any profession including, but not limited to, financial, legal, medical/health, or related professional practices;

e. Collect, process, disclose, generate, or infer the identity of individuals or the health, demographic, or other sensitive personal or private information about individuals without rights and consents required by applicable laws;

f. Engage in or facilitate any action or generate any content that infringes, misappropriates, or otherwise violates any third-party rights, including the outputs or results of any products or services using the Virchow2 Model or any related materials; and

g. Create, generate, or facilitate the creation of malicious code, malware, computer viruses or do anything else that could disable, overburden, interfere with or impair the proper working, integrity, operation or appearance of a website or computer system.

4. Engage in, promote, incite, facilitate, or assist in the planning or development of activities that present a risk of death or bodily harm to individuals, including the use of the Virchow2 Model as a medical device, clinical support, diagnostic tool, or other technology intended to be used in the diagnosis, cure, mitigation, treatment, or prevention of disease or other conditions, including for Investigational Use Only (“IUO”), Research Use Only (“RUO”), commercial, clinical or similar use; and

5. Intentionally deceive or mislead others, including representing that the use of the Virchow2 Model or its outputs is human-generated.

Further, you agree that you will appropriately disclose to end users any known dangers of your AI system.