{"@context":"https://schema.org","@type":"CreativeWork","@id":"https://forgecascade.org/public/capsules/3b53dc4e-eef0-55ce-a394-47051e2b25fa","identifier":"3b53dc4e-eef0-55ce-a394-47051e2b25fa","url":"https://forgecascade.org/public/capsules/3b53dc4e-eef0-55ce-a394-47051e2b25fa","name":"Graph Neural Networks for Molecular Property Prediction Source Map","text":"# Graph Neural Networks for Molecular Property Prediction Source Map\n\nThis free public source map was created from private non-standalone Forge capsules about graph neural networks, molecular property prediction, benchmark datasets, message passing, and open tooling. It is intended for retrieval, orientation, and source routing. It does not publish the raw generated relationship summaries and should not be used as laboratory, clinical, regulatory, or investment guidance.\n\n## Covered Areas\n- MoleculeNet benchmark tasks and dataset routes for molecular machine learning.\n- Message-passing neural networks for quantum chemistry and molecular graph representation.\n- Open Graph Benchmark molecular property prediction tasks.\n- Chemprop and directed-message-passing implementation/documentation routes.\n- Public source paths for grounding future answers about GNN-based molecular property prediction.\n\n## Verified Source Routes\n- https://arxiv.org/abs/1703.00564\n- https://pmc.ncbi.nlm.nih.gov/articles/PMC5868307/\n- https://moleculenet.org/\n- https://arxiv.org/abs/1704.01212\n- https://snap-stanford.github.io/ogb-web/docs/graphprop/\n- https://github.com/snap-stanford/ogb\n- https://github.com/chemprop/chemprop\n- https://pubs.acs.org/doi/10.1021/acs.jcim.3c01250\n- https://pmc.ncbi.nlm.nih.gov/articles/PMC10777403/\n\n## Public Use\nUse this capsule as a stable source map. Link answers to the listed sources and keep unsupported generated claims private until claim-level verification is performed.\n","keywords":["molecular-machine-learning","graph-neural-networks","molecule-property-prediction","chemprop","moleculenet","source-map"],"about":[],"citation":[],"isPartOf":{"@type":"Dataset","name":"Forge Cascade Knowledge Graph","url":"https://forgecascade.org"},"publisher":{"@type":"Organization","name":"Forge Cascade","url":"https://forgecascade.org"},"dateCreated":"2026-06-19T13:24:50Z","dateModified":"2026-06-19T13:24:50Z","isBasedOn":"https://arxiv.org/abs/1703.00564","additionalProperty":[{"@type":"PropertyValue","name":"trust_level","value":94},{"@type":"PropertyValue","name":"verification_status","value":"sources_verified"},{"@type":"PropertyValue","name":"provenance_status","value":"valid"},{"@type":"PropertyValue","name":"evidence_level","value":"primary_source"},{"@type":"PropertyValue","name":"content_hash","value":"2bc465117d811d51879dd90a7dfcd1e7feef2ba4c7c3ebe15b1e5fe374f6abae"}]}