{"schema_version":"papers/paper-detail-v1","title":"PyHealth 2.0: A Comprehensive Open-Source Toolkit for Accessible and Reproducible Clinical Deep Learning","surface":"papers","opportunity_kernel":{"paper_id":"af8e09a6-e720-42a0-9788-916c2a796718","title":"PyHealth 2.0: A Comprehensive Open-Source Toolkit for Accessible and Reproducible Clinical Deep Learning","authors":[],"arxiv_id":"2601.16414v1","doi":null,"published_at":"2026-01-23T03:00:23.000Z","score_object":{"overall":{"value":9,"scale":"0-10","confidence":0.85,"confidence_reason":"Backfilled from persisted papers.viability_score.","model_version":"phase0-backfill-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-04-02T02:30:40.136Z","fresh_until":"2026-05-02T02:30:40.136Z","is_stale":true,"source_count":1,"missingness":[]},"technical":{"value":0,"scale":"0-10","confidence":0.8,"confidence_reason":"Backfilled from reproducibility_results.reproducibility_score.","model_version":"phase0-backfill-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-03-19T21:31:49.672Z","fresh_until":"2026-04-02T21:31:49.672Z","is_stale":true,"source_count":2,"missingness":["paper_extraction_scorecards.reconstruction_score"]},"commercial":{"value":0,"scale":"0-10","confidence":0.25,"confidence_reason":"No persisted commercial flags were available; marked low confidence.","model_version":"phase0-backfill-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-04-02T02:30:40.136Z","fresh_until":"2026-05-02T02:30:40.136Z","is_stale":true,"source_count":0,"missingness":["papers.commercial_flags"]},"market":{"value":0,"scale":"0-10","confidence":0.15,"confidence_reason":"No persisted distribution_readiness_scores row was available; marked low confidence.","model_version":"phase0-backfill-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-04-02T02:30:40.136Z","fresh_until":"2026-04-16T02:30:40.136Z","is_stale":true,"source_count":0,"missingness":["distribution_readiness_scores.score"]},"team":{"value":0,"scale":"0-10","confidence":0.75,"confidence_reason":"Backfilled from engineer_profiles.builder_score averages.","model_version":"phase0-backfill-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-04-02T02:30:40.136Z","fresh_until":"2026-04-16T02:30:40.136Z","is_stale":true,"source_count":1,"missingness":[]},"methodology":{"value":0,"scale":"0-10","confidence":0.15,"confidence_reason":"No persisted methodology score source was available; marked low confidence.","model_version":"phase0-backfill-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-04-02T02:30:40.136Z","fresh_until":"2026-05-02T02:30:40.136Z","is_stale":true,"source_count":0,"missingness":["paper_extraction_scorecards.total_score","paper_extraction_scorecards.standard_extraction_score"]}},"evidence_receipt":{"freshness":"stale","proof_status":"failed","repo_status":"missing","references_count":0,"source_count":0,"coverage":0.3333,"missingness":["repo_url","references","distribution_readiness_scores","paper_extraction_scorecards"],"unresolved_unknowns":["distribution readiness has not been computed yet"],"last_verification_at":"2026-03-19T21:31:49.672Z"},"lineage_hash":"8f41f9af35b8c51eb5bc1ced9f93ceab5a3e6a4831b86fe3a99869ffa649a241"},"distribution":null,"replication_evidence":[],"author_dna":[{"author_id":"2315abf1-73b1-49fc-9aca-5e833ab22ea0","name":"John Wu","institution":"University of Illinois Urbana-Champaign","h_index":null,"paper_count":1,"patents_count":0,"founder_score":0,"prior_startup":false,"industry_years":null,"top_skills":["Research"],"prior_commercialization_rate":null,"confidence":null,"paper_sample_size":0,"commercialized_paper_count":0,"last_backfilled_at":null,"archived_at":null},{"author_id":"f8cdab10-3006-4950-b847-0aa1879f85e7","name":"Yongda Fan","institution":"University of Illinois Urbana-Champaign","h_index":null,"paper_count":1,"patents_count":0,"founder_score":0,"prior_startup":false,"industry_years":null,"top_skills":["Research"],"prior_commercialization_rate":null,"confidence":null,"paper_sample_size":0,"commercialized_paper_count":0,"last_backfilled_at":null,"archived_at":null},{"author_id":"c4ca0136-a8d3-4eb0-bdbb-cd16c455ea65","name":"Zhenbang Wu","institution":"University of Illinois Urbana-Champaign","h_index":null,"paper_count":1,"patents_count":0,"founder_score":0,"prior_startup":false,"industry_years":null,"top_skills":["Research"],"prior_commercialization_rate":null,"confidence":null,"paper_sample_size":0,"commercialized_paper_count":0,"last_backfilled_at":null,"archived_at":null},{"author_id":"030d7c67-3f72-4e12-b929-b82ab513256a","name":"Paul Landes","institution":"University of Illinois College of Medicine","h_index":null,"paper_count":1,"patents_count":0,"founder_score":0,"prior_startup":false,"industry_years":null,"top_skills":["Research"],"prior_commercialization_rate":null,"confidence":null,"paper_sample_size":0,"commercialized_paper_count":0,"last_backfilled_at":null,"archived_at":null},{"author_id":"ea8f0345-144c-46e8-b572-a0bb974a093a","name":"Eric Schrock","institution":"University of Illinois Urbana-Champaign","h_index":null,"paper_count":1,"patents_count":0,"founder_score":0,"prior_startup":false,"industry_years":null,"top_skills":["Research"],"prior_commercialization_rate":null,"confidence":null,"paper_sample_size":0,"commercialized_paper_count":0,"last_backfilled_at":null,"archived_at":null},{"author_id":"2c6dab53-ba26-4073-a4e2-560926ae0201","name":"Sayeed Sajjad Razin","institution":"Department of Biomedical Engineering, Bangladesh University of Engineering and Technology","h_index":null,"paper_count":1,"patents_count":0,"founder_score":0,"prior_startup":false,"industry_years":null,"top_skills":["Research"],"prior_commercialization_rate":null,"confidence":null,"paper_sample_size":0,"commercialized_paper_count":0,"last_backfilled_at":null,"archived_at":null},{"author_id":"8e75cce4-1a5a-46aa-87b1-9d972422a077","name":"Arjun Chatterjee","institution":"University of Illinois Urbana-Champaign","h_index":null,"paper_count":1,"patents_count":0,"founder_score":0,"prior_startup":false,"industry_years":null,"top_skills":["Research"],"prior_commercialization_rate":null,"confidence":null,"paper_sample_size":0,"commercialized_paper_count":0,"last_backfilled_at":null,"archived_at":null},{"author_id":"de6bf395-c3af-4d42-a1b1-c522c23f9580","name":"Naveen Baskaran","institution":"University of Illinois Urbana-Champaign","h_index":null,"paper_count":1,"patents_count":0,"founder_score":0,"prior_startup":false,"industry_years":null,"top_skills":["Research"],"prior_commercialization_rate":null,"confidence":null,"paper_sample_size":0,"commercialized_paper_count":0,"last_backfilled_at":null,"archived_at":null}]}