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Update README.md

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  journal = {medRxiv}
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  }
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  ```
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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- TODO:
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- - Try to link this repository to the medrxiv paper ?
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- - Do we link to cam16-features even though it's not the pre-training dataset ?
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- - Delte the ``ibot_vit_base_pancancer.pth`` in the repository.
 
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  journal = {medRxiv}
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  }
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  ```
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+ ---
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+
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+ # Model Card for {{ model_id | default("Model ID", true) }}
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+
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+ <!-- Provide a quick summary of what the model is/does. -->
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+
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+ {{ model_summary | default("", true) }}
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+
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+ ## Model Details
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+
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+ ### Model Description
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+
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+ <!-- Provide a longer summary of what this model is. -->
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+
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+ {{ model_description | default("", true) }}
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+
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+ - **Developed by:** {{ developers | default("[More Information Needed]", true)}}
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+ - **Funded by [optional]:** {{ funded_by | default("[More Information Needed]", true)}}
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+ - **Shared by [optional]:** {{ shared_by | default("[More Information Needed]", true)}}
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+ - **Model type:** {{ model_type | default("[More Information Needed]", true)}}
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+ - **Language(s) (NLP):** {{ language | default("[More Information Needed]", true)}}
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+ - **License:** {{ license | default("[More Information Needed]", true)}}
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+ - **Finetuned from model [optional]:** {{ finetuned_from | default("[More Information Needed]", true)}}
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+
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+ ### Model Sources [optional]
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+
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+ <!-- Provide the basic links for the model. -->
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+
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+ - **Repository:** {{ repo | default("[More Information Needed]", true)}}
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+ - **Paper [optional]:** {{ paper | default("[More Information Needed]", true)}}
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+ - **Demo [optional]:** {{ demo | default("[More Information Needed]", true)}}
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+
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+ ## Uses
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+
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+ <!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. -->
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+
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+ ### Direct Use
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+
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+ <!-- This section is for the model use without fine-tuning or plugging into a larger ecosystem/app. -->
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+
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+ {{ direct_use | default("[More Information Needed]", true)}}
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+
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+ ### Downstream Use [optional]
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+
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+ <!-- This section is for the model use when fine-tuned for a task, or when plugged into a larger ecosystem/app -->
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+
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+ {{ downstream_use | default("[More Information Needed]", true)}}
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+
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+ ### Out-of-Scope Use
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+
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+ <!-- This section addresses misuse, malicious use, and uses that the model will not work well for. -->
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+
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+ {{ out_of_scope_use | default("[More Information Needed]", true)}}
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+
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+ ## Bias, Risks, and Limitations
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+
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+ <!-- This section is meant to convey both technical and sociotechnical limitations. -->
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+
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+ {{ bias_risks_limitations | default("[More Information Needed]", true)}}
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+
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+ ### Recommendations
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+
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+ <!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. -->
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+
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+ {{ bias_recommendations | default("Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations.", true)}}
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+
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+ ## How to Get Started with the Model
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+ Use the code below to get started with the model.
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+
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+ {{ get_started_code | default("[More Information Needed]", true)}}
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+
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+ ## Training Details
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+
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+ ### Training Data
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+
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+ <!-- This should link to a Dataset Card, perhaps with a short stub of information on what the training data is all about as well as documentation related to data pre-processing or additional filtering. -->
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+ {{ training_data | default("[More Information Needed]", true)}}
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+
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+ ### Training Procedure
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+ <!-- This relates heavily to the Technical Specifications. Content here should link to that section when it is relevant to the training procedure. -->
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+
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+ #### Preprocessing [optional]
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+ {{ preprocessing | default("[More Information Needed]", true)}}
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+
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+
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+ #### Training Hyperparameters
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+
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+ - **Training regime:** {{ training_regime | default("[More Information Needed]", true)}} <!--fp32, fp16 mixed precision, bf16 mixed precision, bf16 non-mixed precision, fp16 non-mixed precision, fp8 mixed precision -->
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+
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+ #### Speeds, Sizes, Times [optional]
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+
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+ <!-- This section provides information about throughput, start/end time, checkpoint size if relevant, etc. -->
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+
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+ {{ speeds_sizes_times | default("[More Information Needed]", true)}}
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+
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+ ## Evaluation
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+
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+ <!-- This section describes the evaluation protocols and provides the results. -->
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+
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+ ### Testing Data, Factors & Metrics
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+
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+ #### Testing Data
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+
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+ <!-- This should link to a Dataset Card if possible. -->
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+ {{ testing_data | default("[More Information Needed]", true)}}
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+
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+ #### Factors
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+
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+ <!-- These are the things the evaluation is disaggregating by, e.g., subpopulations or domains. -->
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+ {{ testing_factors | default("[More Information Needed]", true)}}
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+
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+ #### Metrics
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+
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+ <!-- These are the evaluation metrics being used, ideally with a description of why. -->
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+
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+ {{ testing_metrics | default("[More Information Needed]", true)}}
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+
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+ ### Results
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+ {{ results | default("[More Information Needed]", true)}}
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+
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+ #### Summary
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+ {{ results_summary | default("", true) }}
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+
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+ ## Model Examination [optional]
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+
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+ <!-- Relevant interpretability work for the model goes here -->
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+ {{ model_examination | default("[More Information Needed]", true)}}
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+
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+ ## Environmental Impact
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+ <!-- Total emissions (in grams of CO2eq) and additional considerations, such as electricity usage, go here. Edit the suggested text below accordingly -->
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+ Carbon emissions can be estimated using the [Machine Learning Impact calculator](https://mlco2.github.io/impact#compute) presented in [Lacoste et al. (2019)](https://arxiv.org/abs/1910.09700).
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+
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+ - **Hardware Type:** {{ hardware | default("[More Information Needed]", true)}}
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+ - **Hours used:** {{ hours_used | default("[More Information Needed]", true)}}
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+ - **Cloud Provider:** {{ cloud_provider | default("[More Information Needed]", true)}}
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+ - **Compute Region:** {{ cloud_region | default("[More Information Needed]", true)}}
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+ - **Carbon Emitted:** {{ co2_emitted | default("[More Information Needed]", true)}}
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+
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+ ## Technical Specifications [optional]
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+ ### Model Architecture and Objective
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+ {{ model_specs | default("[More Information Needed]", true)}}
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+
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+ ### Compute Infrastructure
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+ {{ compute_infrastructure | default("[More Information Needed]", true)}}
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+
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+ #### Hardware
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+ {{ hardware | default("[More Information Needed]", true)}}
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+
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+ #### Software
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+ {{ software | default("[More Information Needed]", true)}}