--- title: Nature Portfolio & the Open Science Library | Code Ocean --- Nature Portfolio + Code Ocean # About the Open Science Library Nature Portfolio and Code Ocean have teamed up to bring authors a unique open science and reproducibility tool. Perform day-to-day research, increase citations, increase usage of your work, and get the visibility you deserve. [ Book a demo](https://codeocean.com/demo) [ Learn More](https://codeocean.com/resources/nature-partnership) ![nature-portfolio-partnership-d](https://nature.codeocean.com/hs-fs/hubfs/Webpage%20assets/OSL/Nature%20signup%20and%20partnership%20pages/nature-portfolio-partnership-d.png?width=700&height=700&name=nature-portfolio-partnership-d.png) [![featured-02](https://nature.codeocean.com/hubfs/Webpage%20assets/OSL/Nature%20signup%20and%20partnership%20pages/nature%20subdomain/featured-02.png) A unified haplotype-based method for accurate and comprehensive variant calling ](https://codeocean.com/capsule/5411123/tree/v1) [![featured-03](https://nature.codeocean.com/hubfs/Webpage%20assets/OSL/Nature%20signup%20and%20partnership%20pages/nature%20subdomain/featured-03.png) SiMLR in ANTsR: Interpretable, similarity-driven multi-view embeddings from high-dimensional biomedical data ](https://codeocean.com/capsule/9877797/tree/v3) [![featured-01](https://nature.codeocean.com/hubfs/Webpage%20assets/OSL/Nature%20signup%20and%20partnership%20pages/nature%20subdomain/featured-01.png) Detection of m6A from direct RNA sequencing using a Multiple Instance Learning framework ](https://codeocean.com/capsule/4723237/tree/v1) ## Compute Capsules in the spotlight: ## Journal capsules: - 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[![Nature-Communications](https://nature.codeocean.com/hs-fs/hubfs/Webpage%20assets/OSL/Nature%20signup%20and%20partnership%20pages/nature%20subdomain/Nature-Communications.webp?width=1792&height=2560&name=Nature-Communications.webp) ](https://codeocean.com/explore?filter=withArticle&exactJournal=%22Nature%20Communications%22) - [![Nature-methods](https://nature.codeocean.com/hs-fs/hubfs/Webpage%20assets/OSL/Nature%20signup%20and%20partnership%20pages/nature%20subdomain/Nature-methods.webp?width=1792&height=2560&name=Nature-methods.webp) ](https://codeocean.com/explore?page=1&filter=withArticle&exactJournal=%22Nature%20Methods%22) ## Most viewed capsules: Nature Bayesian Reaction Optimization as a Tool for Chemical Synthesis [ View capsule ](https://codeocean.com/capsule/7056009/tree/v1) ![01-bayesian](https://nature.codeocean.com/hs-fs/hubfs/Webpage%20assets/OSL/Nature%20signup%20and%20partnership%20pages/nature%20subdomain/01-bayesian.png?length=720&name=01-bayesian.png) Nature Machine Intelligence 4Dsurvival: Deep Learning Cardiac Motion Analysis for Human Survival Prediction [ View capsule ](https://codeocean.com/capsule/4475442/tree/v1) ![02-4Dsurvival](https://nature.codeocean.com/hs-fs/hubfs/Webpage%20assets/OSL/Nature%20signup%20and%20partnership%20pages/nature%20subdomain/02-4Dsurvival.png?length=720&name=02-4Dsurvival.png) Nature Biotechnology CSOmap v1.0 [ View capsule ](https://codeocean.com/capsule/4475442/tree/v1) ![03-CSOMap-1](https://nature.codeocean.com/hs-fs/hubfs/Webpage%20assets/OSL/Nature%20signup%20and%20partnership%20pages/nature%20subdomain/03-CSOMap-1.png?length=720&name=03-CSOMap-1.png) Nature Machine Intelligence Deep Recurrent Optical Flow Learning for Particle Image Velocimetry Data [ View capsule ](https://codeocean.com/capsule/7226151/tree/v1) ![04-optical-flow](https://nature.codeocean.com/hs-fs/hubfs/Webpage%20assets/OSL/Nature%20signup%20and%20partnership%20pages/nature%20subdomain/04-optical-flow.png?length=720&name=04-optical-flow.png) Nature Scientific Data AqSolDB (Aqueous Solubility Data Curation) [ View capsule ](https://codeocean.com/capsule/8848590/tree/v1) ![05-AqSolDB](https://nature.codeocean.com/hs-fs/hubfs/Webpage%20assets/OSL/Nature%20signup%20and%20partnership%20pages/nature%20subdomain/05-AqSolDB.png?length=720&name=05-AqSolDB.png) Nature The Effect of Large-Scale Anti-Contagion Policies on the COVID-19 Pandemic [ View capsule ](https://codeocean.com/capsule/1887579/tree/v3) ![06-antiContagion-1](https://nature.codeocean.com/hs-fs/hubfs/Webpage%20assets/OSL/Nature%20signup%20and%20partnership%20pages/nature%20subdomain/06-antiContagion-1.png?length=720&name=06-antiContagion-1.png) Nature Machine Intelligence Find Key Players in Complex Networks Through Deep Reinforcement Learning [ View capsule ](https://codeocean.com/capsule/1372964/tree/v1) ![07-keyPlayers](https://nature.codeocean.com/hs-fs/hubfs/Webpage%20assets/OSL/Nature%20signup%20and%20partnership%20pages/nature%20subdomain/07-keyPlayers.png?length=720&name=07-keyPlayers.png) Nature Machine Intelligence TopNetTree [ View capsule ](https://codeocean.com/capsule/2202829/tree/v1) ![08-topNetTree](https://nature.codeocean.com/hs-fs/hubfs/Webpage%20assets/OSL/Nature%20signup%20and%20partnership%20pages/nature%20subdomain/08-topNetTree.png?length=720&name=08-topNetTree.png) Nature Machine Intelligence Learning to Solve the Rubiks Cube [ View capsule ](https://codeocean.com/capsule/5723040/tree/v1) ![09-rubiks-1](https://nature.codeocean.com/hs-fs/hubfs/Webpage%20assets/OSL/Nature%20signup%20and%20partnership%20pages/nature%20subdomain/09-rubiks-1.png?length=720&name=09-rubiks-1.png) ## Subscribe to our newsletter Get the latest product updates, company news, and be the first to hear about upcoming webinars and events.