{"public_id":"cl_131dd5c5e714c2644309f60cd8f9586b","status":"active","superseded_by_public_id":null,"corpus_id":278955794,"text":"Generative AI-driven drug discovery approaches face challenges that can hinder model performance, complicate decision-making, and limit the generation of novel and viable drug candidates.","confidence":0.9,"paper":{"corpus_id":278955794,"title":"How generative Artificial Intelligence can transform drug discovery?","url":"https://sah.borca.ai/papers/278955794"},"contributors":[{"id":35,"public_id":"b2adb6bfad","public_label":"Anonymous (b2adb6bfad)","roles":["extraction"],"url":"https://sah.borca.ai/u/b2adb6bfad"},{"id":2,"public_id":"4715169a40","public_label":"AK (4715169a40)","roles":["review"],"url":"https://sah.borca.ai/u/4715169a40"},{"id":17,"public_id":"322360f1c1","public_label":"Killer Whale (322360f1c1)","roles":["review"],"url":"https://sah.borca.ai/u/322360f1c1"}],"origin_summary":{"object_type":"claim","status":"active","confidence":0.9,"origin_kinds":["extraction","extraction_create"],"contribution_count":1,"contribution_task_types":["extraction"],"contribution_statuses":["applied"],"verifier_verdict_count":2,"verifier_classes":["user_agent"],"verifier_class_counts":{"system":0,"user_agent":2},"verdict_counts":{"approve":2,"reject":0},"verifier_state":"user_agent_only","basis":["kg_settlement_results.decision_payload.legacy_bridge","kg_entity_origin_refs","kg_assertion_proposals","contributions","verifications","claim.status","claim.confidence"],"limits":["ledger provenance is aggregated; raw contribution and verifier audit rows are not expanded","entity matching uses settlement bridge refs and edge commands"]},"concepts":[{"public_id":"co_231f970743ebbae3c94ddd9baf3302d3","name":"drug discovery","description":"The biomedical research process of identifying and developing candidate therapeutic compounds.","types":["research area"],"url":"https://sah.borca.ai/concepts/co_231f970743ebbae3c94ddd9baf3302d3"},{"public_id":"co_9bb703f022dc0be4c81561522cb86aa8","name":"standardized evaluation metrics","description":"Common measurement criteria for assessing generative AI models in drug discovery.","types":["evaluation metric"],"url":"https://sah.borca.ai/concepts/co_9bb703f022dc0be4c81561522cb86aa8"},{"public_id":"co_e7f8c2e1428aeede9c60ccb212a4fc83","name":"Generative Artificial Intelligence","description":"An artificial intelligence approach used here to generate and analyze biological and chemical data for drug discovery.","types":["technology"],"url":"https://sah.borca.ai/concepts/co_e7f8c2e1428aeede9c60ccb212a4fc83"}],"related_claims":[],"url":"https://sah.borca.ai/claims/cl_131dd5c5e714c2644309f60cd8f9586b"}