{"as_of":"2026-08-07T08:23:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:9a629acf07cd3d63516f091b4bb491f4e5944b682feb2403646bbd52fa1973ac","coverage":[{"denominator":46,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":46,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-06T23:43:17.804898Z","state":"measured"},{"denominator":46,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":46,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-07T06:34:17.273281+00:00","state":"measured"},{"denominator":0,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":0,"source":"paper_references, paper_reference_links","source_observed_at":null,"state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":0,"source":"cited_works","source_observed_at":null,"state":"measured"}],"external_citation_measurements":[],"inbound":[],"links":{"evidence":"/evidence","html":"/paper/2506.16628/citation-record","integrity":"/paper/2506.16628/integrity","json":"/paper/2506.16628/citation-record.json","paper":"/paper/2506.16628"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:43:11.385131Z","title":"& Reiss, F","venue":null,"work_id":null,"year":2013},"citing_paper":{"arxiv_id":"2506.16628","last_updated":"2025-06-19T21:55:33Z","snapshot_observed_at":"2026-08-06T23:35:57.004261Z","submitted_at":"2025-06-19T21:55:33Z","title":"Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-08-06T23:43:11.385131Z"},"links":{"citing_paper":"/paper/2506.16628"},"observation_digest":"sha256:d0119f8046c78eb7f97298c478d3bc72643b7ea4968a5f280f551f1195e51ebc","observation_id":"4e0a4dc8-8c4b-4c75-a474-afb6ecc87f71","resolution":{"observed_at":"2026-08-06T23:43:11.385131Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:43:11.534820Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2506.16628","last_updated":"2025-06-19T21:55:33Z","snapshot_observed_at":"2026-08-06T23:35:57.004261Z","submitted_at":"2025-06-19T21:55:33Z","title":"Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-08-06T23:43:11.534820Z"},"links":{"citing_paper":"/paper/2506.16628"},"observation_digest":"sha256:451d2868072947d18dc252163e5877e3db71e0aeeaf967ff65953b8fb9d89507","observation_id":"14a86c67-b9ef-40d4-9f81-87beafea5d5f","resolution":{"observed_at":"2026-08-06T23:43:11.534820Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:43:11.662885Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2506.16628","last_updated":"2025-06-19T21:55:33Z","snapshot_observed_at":"2026-08-06T23:35:57.004261Z","submitted_at":"2025-06-19T21:55:33Z","title":"Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-08-06T23:43:11.662885Z"},"links":{"citing_paper":"/paper/2506.16628"},"observation_digest":"sha256:4a6bd36fe0143968269244b908d3b69496fb76aed4624cc06f0b60b2aa253b77","observation_id":"fb5043ad-36f4-4fbc-8c6f-5beaa0b8df7e","resolution":{"observed_at":"2026-08-06T23:43:11.662885Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:43:11.804749Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2506.16628","last_updated":"2025-06-19T21:55:33Z","snapshot_observed_at":"2026-08-06T23:35:57.004261Z","submitted_at":"2025-06-19T21:55:33Z","title":"Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-06T23:43:11.804749Z"},"links":{"citing_paper":"/paper/2506.16628"},"observation_digest":"sha256:65e8119ce0bb7aba0a9e5702a7e536237289a59f0aced1fe2c214166d49063c9","observation_id":"dbd241d0-4c03-4160-83cf-0025017d1bee","resolution":{"observed_at":"2026-08-06T23:43:11.804749Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:43:11.932601Z","title":"& Wang, Y","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2506.16628","last_updated":"2025-06-19T21:55:33Z","snapshot_observed_at":"2026-08-06T23:35:57.004261Z","submitted_at":"2025-06-19T21:55:33Z","title":"Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-08-06T23:43:11.932601Z"},"links":{"citing_paper":"/paper/2506.16628"},"observation_digest":"sha256:51a9c0bd0eaf710911c31c77d904d25beb64b2da109a1245f0b62a3f2536928d","observation_id":"13967ecf-d9ff-48c3-ab90-ce0d8023873e","resolution":{"observed_at":"2026-08-06T23:43:11.932601Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:43:12.085063Z","title":"P., Virvou, M","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2506.16628","last_updated":"2025-06-19T21:55:33Z","snapshot_observed_at":"2026-08-06T23:35:57.004261Z","submitted_at":"2025-06-19T21:55:33Z","title":"Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System","version":1},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-08-06T23:43:12.085063Z"},"links":{"citing_paper":"/paper/2506.16628"},"observation_digest":"sha256:05a3cebb46f63ece3e5f9f988756f8611cf7b890c9a68a57ef4677f347bfbbaf","observation_id":"b55cae37-2902-49e7-81ea-a1e97959ae83","resolution":{"observed_at":"2026-08-06T23:43:12.085063Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2408.12579","last_updated":"2024-08-22T17:44:40Z","snapshot_observed_at":"2026-08-06T08:14:58.700525Z","submitted_at":"2024-08-22T17:44:40Z","title":"RuleAlign: Making Large Language Models Better Physicians with Diagnostic Rule Alignment","version":1},"cited_work":{"arxiv_id":"2408.12579","doi":"10.48550/arxiv.2408.12579","metadata_source":"pith","pith_arxiv_id":"2408.12579","snapshot_observed_at":"2026-08-07T06:16:28.064256Z","title":"RuleAlign: Making Large Language Models Better Physicians with Diagnostic Rule Alignment","venue":"cs.CL","work_id":"7719bc04-6c74-40da-b2fd-faabcebea492","year":2024},"citing_paper":{"arxiv_id":"2506.16628","last_updated":"2025-06-19T21:55:33Z","snapshot_observed_at":"2026-08-06T23:35:57.004261Z","submitted_at":"2025-06-19T21:55:33Z","title":"Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System","version":1},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-08-06T23:43:12.224903Z"},"links":{"cited_paper":"/paper/2408.12579","citing_paper":"/paper/2506.16628"},"observation_digest":"sha256:be883a26347dcda3fa1cd2b4ae0dec516eb77b7c537c2092adb9146bd26e9655","observation_id":"62571b2b-8a62-477d-83e5-72b293060030","resolution":{"observed_at":"2026-08-06T23:43:18.762133Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:43:12.434963Z","title":"& Kierner, Z","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2506.16628","last_updated":"2025-06-19T21:55:33Z","snapshot_observed_at":"2026-08-06T23:35:57.004261Z","submitted_at":"2025-06-19T21:55:33Z","title":"Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-08-06T23:43:12.434963Z"},"links":{"citing_paper":"/paper/2506.16628"},"observation_digest":"sha256:e41826f9eeebec4de017c26e5135e78eab4c4c52e82bf3c23429863b63965d0e","observation_id":"2b445bef-a610-4599-966a-b431e758b6c5","resolution":{"observed_at":"2026-08-06T23:43:12.434963Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:43:12.624718Z","title":"& Beam, A","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2506.16628","last_updated":"2025-06-19T21:55:33Z","snapshot_observed_at":"2026-08-06T23:35:57.004261Z","submitted_at":"2025-06-19T21:55:33Z","title":"Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System","version":1},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-08-06T23:43:12.624718Z"},"links":{"citing_paper":"/paper/2506.16628"},"observation_digest":"sha256:4ce8d5e2964661cf16850c25931ddc47080b055c6eec18409aca682bdfb7a31a","observation_id":"3827a726-2b65-4a1a-aff3-3bea3eab3a68","resolution":{"observed_at":"2026-08-06T23:43:12.624718Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2503.13657","last_updated":"2025-10-26T23:25:18Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2025-03-17T19:04:38Z","title":"Why Do Multi-Agent LLM Systems Fail?","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2503.13657","snapshot_observed_at":"2026-08-06T23:43:12.742792Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2506.16628","last_updated":"2025-06-19T21:55:33Z","snapshot_observed_at":"2026-08-06T23:35:57.004261Z","submitted_at":"2025-06-19T21:55:33Z","title":"Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System","version":1},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-08-06T23:43:12.742792Z"},"links":{"cited_paper":"/paper/2503.13657","citing_paper":"/paper/2506.16628"},"observation_digest":"sha256:e33f6df7700ff63a6086cacf21e6fa22d81049f9f86be7486d64322fe2b4728c","observation_id":"948c32ed-b38e-48e7-a8a5-a4f0d22a5f33","resolution":{"observed_at":"2026-08-06T23:43:12.742792Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:43:12.874875Z","title":null,"venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2506.16628","last_updated":"2025-06-19T21:55:33Z","snapshot_observed_at":"2026-08-06T23:35:57.004261Z","submitted_at":"2025-06-19T21:55:33Z","title":"Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System","version":1},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-08-06T23:43:12.874875Z"},"links":{"citing_paper":"/paper/2506.16628"},"observation_digest":"sha256:0e6f65829d096d9bf73cf0dbd7d7d18abf0264a05fb86f7812d6684aec8e4180","observation_id":"77c3c35b-d956-4380-8ac0-e2936202edce","resolution":{"observed_at":"2026-08-06T23:43:12.874875Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:43:12.997962Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2506.16628","last_updated":"2025-06-19T21:55:33Z","snapshot_observed_at":"2026-08-06T23:35:57.004261Z","submitted_at":"2025-06-19T21:55:33Z","title":"Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-08-06T23:43:12.997962Z"},"links":{"citing_paper":"/paper/2506.16628"},"observation_digest":"sha256:c5e75cda3a74e159cea61c9d57a1fc4e592d5027fd918c8a5cad9b93f6d4652e","observation_id":"884099c0-2635-42f6-b839-a90daac5ece5","resolution":{"observed_at":"2026-08-06T23:43:12.997962Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:43:13.144749Z","title":null,"venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2506.16628","last_updated":"2025-06-19T21:55:33Z","snapshot_observed_at":"2026-08-06T23:35:57.004261Z","submitted_at":"2025-06-19T21:55:33Z","title":"Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-08-06T23:43:13.144749Z"},"links":{"citing_paper":"/paper/2506.16628"},"observation_digest":"sha256:752db703e1b8b7ce3e1ca3dfb2ad45d935bcdd631539e9475cbf8a1ba510ba56","observation_id":"30ed3f4c-ae27-418e-8926-f4472f318cb5","resolution":{"observed_at":"2026-08-06T23:43:13.144749Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:43:13.254912Z","title":"& Hurdle, J","venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2506.16628","last_updated":"2025-06-19T21:55:33Z","snapshot_observed_at":"2026-08-06T23:35:57.004261Z","submitted_at":"2025-06-19T21:55:33Z","title":"Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-08-06T23:43:13.254912Z"},"links":{"citing_paper":"/paper/2506.16628"},"observation_digest":"sha256:afb44360f04855dffa70e33f9745002e099ef670ac9ef4824f998aad8f54a0ee","observation_id":"505cf1c7-3475-4a89-b8c3-8b2ec70d4f12","resolution":{"observed_at":"2026-08-06T23:43:13.254912Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:43:13.385177Z","title":"An efficient pipeline for high-performance information extraction of support clinical natural language processing","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2506.16628","last_updated":"2025-06-19T21:55:33Z","snapshot_observed_at":"2026-08-06T23:35:57.004261Z","submitted_at":"2025-06-19T21:55:33Z","title":"Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-08-06T23:43:13.385177Z"},"links":{"citing_paper":"/paper/2506.16628"},"observation_digest":"sha256:380ba21de4986a53cf61c8fd85f59f08708dbbd031b8ab9305a550930a016aad","observation_id":"c9ef26b3-8bad-4254-886a-7ef750e497c9","resolution":{"observed_at":"2026-08-06T23:43:13.385177Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:43:13.481082Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2506.16628","last_updated":"2025-06-19T21:55:33Z","snapshot_observed_at":"2026-08-06T23:35:57.004261Z","submitted_at":"2025-06-19T21:55:33Z","title":"Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System","version":1},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-08-06T23:43:13.481082Z"},"links":{"citing_paper":"/paper/2506.16628"},"observation_digest":"sha256:799fa60ac2a585f006fd1f3973e79648b1483153d070149f46034e20776be606","observation_id":"686a6540-a0db-4152-8334-cd1f05f02146","resolution":{"observed_at":"2026-08-06T23:43:13.481082Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2201.11903","last_updated":"2023-01-10T23:07:57Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2022-01-28T02:33:07Z","title":"Chain-of-Thought Prompting Elicits Reasoning in Large Language Models","version":6},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2201.11903","snapshot_observed_at":"2026-08-06T23:43:13.654745Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2506.16628","last_updated":"2025-06-19T21:55:33Z","snapshot_observed_at":"2026-08-06T23:35:57.004261Z","submitted_at":"2025-06-19T21:55:33Z","title":"Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System","version":1},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-08-06T23:43:13.654745Z"},"links":{"cited_paper":"/paper/2201.11903","citing_paper":"/paper/2506.16628"},"observation_digest":"sha256:09e231f68a012ad0343560635da409ae3780be2341b8476c4abaa5540be4f137","observation_id":"f57632ed-2114-429a-9ef4-b734c341f2d7","resolution":{"observed_at":"2026-08-06T23:43:13.654745Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2403.10568","last_updated":"2025-11-14T09:52:46Z","snapshot_observed_at":"2026-08-05T12:56:51.825212Z","submitted_at":"2024-03-14T17:47:10Z","title":"MoPE: Mixture of Prompt Experts for Parameter-Efficient and Scalable Multimodal Fusion","version":4},"cited_work":{"arxiv_id":"2403.10568","doi":"10.48550/arxiv.2403.10568","metadata_source":"pith","pith_arxiv_id":"2403.10568","snapshot_observed_at":"2026-08-07T06:16:28.064256Z","title":"MoPE: Mixture of Prompt Experts for Parameter-Efficient and Scalable Multimodal Fusion","venue":"cs.LG","work_id":"fd33ad8b-cf5f-42c1-a6f2-5bc5be20578b","year":2024},"citing_paper":{"arxiv_id":"2506.16628","last_updated":"2025-06-19T21:55:33Z","snapshot_observed_at":"2026-08-06T23:35:57.004261Z","submitted_at":"2025-06-19T21:55:33Z","title":"Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System","version":1},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-08-06T23:43:13.765190Z"},"links":{"cited_paper":"/paper/2403.10568","citing_paper":"/paper/2506.16628"},"observation_digest":"sha256:8b4f6891538c5df4253043e45f275654fe9741e5e6170b0e6afcc7fbc1cad022","observation_id":"b983edec-8e62-4012-b42e-28af8332cb94","resolution":{"observed_at":"2026-08-06T23:43:18.201382Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:43:13.994841Z","title":"Is it valid or not?","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2506.16628","last_updated":"2025-06-19T21:55:33Z","snapshot_observed_at":"2026-08-06T23:35:57.004261Z","submitted_at":"2025-06-19T21:55:33Z","title":"Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System","version":1},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-08-06T23:43:13.994841Z"},"links":{"citing_paper":"/paper/2506.16628"},"observation_digest":"sha256:99a3c15b7c03d76d570880dc2338ad776bca8783ab0bb43df9ec96bd926b01d9","observation_id":"d28663db-702a-41f4-a5d7-7c7dfcd3e228","resolution":{"observed_at":"2026-08-06T23:43:13.994841Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:43:14.144759Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2506.16628","last_updated":"2025-06-19T21:55:33Z","snapshot_observed_at":"2026-08-06T23:35:57.004261Z","submitted_at":"2025-06-19T21:55:33Z","title":"Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System","version":1},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-08-06T23:43:14.144759Z"},"links":{"citing_paper":"/paper/2506.16628"},"observation_digest":"sha256:50a9b98c6b900ef2304a3bf992d98dc3efbb91819ad3333bc59a0981fe18052f","observation_id":"a45991cb-f998-4a1b-9f9f-440b8239daf9","resolution":{"observed_at":"2026-08-06T23:43:14.144759Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:43:14.254458Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2506.16628","last_updated":"2025-06-19T21:55:33Z","snapshot_observed_at":"2026-08-06T23:35:57.004261Z","submitted_at":"2025-06-19T21:55:33Z","title":"Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System","version":1},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-08-06T23:43:14.254458Z"},"links":{"citing_paper":"/paper/2506.16628"},"observation_digest":"sha256:6f72cf9a0e065860f64db37344b803634d33ac21760be12d151b3fa2dd2f825f","observation_id":"4e1ede4f-e9c1-41b4-b3e1-f952f87cb075","resolution":{"observed_at":"2026-08-06T23:43:14.254458Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:43:14.375007Z","title":"conclusion","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2506.16628","last_updated":"2025-06-19T21:55:33Z","snapshot_observed_at":"2026-08-06T23:35:57.004261Z","submitted_at":"2025-06-19T21:55:33Z","title":"Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System","version":1},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-08-06T23:43:14.375007Z"},"links":{"citing_paper":"/paper/2506.16628"},"observation_digest":"sha256:3ce0cb1e6d8867ca1aac798dfce864736d2f711f69a19b5f8081bb5ad439030e","observation_id":"053ce3d1-b39f-4c4d-b442-cefbefcea341","resolution":{"observed_at":"2026-08-06T23:43:14.375007Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:43:14.563551Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2506.16628","last_updated":"2025-06-19T21:55:33Z","snapshot_observed_at":"2026-08-06T23:35:57.004261Z","submitted_at":"2025-06-19T21:55:33Z","title":"Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System","version":1},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-08-06T23:43:14.563551Z"},"links":{"citing_paper":"/paper/2506.16628"},"observation_digest":"sha256:21e314c8fb00c3ea96c35522456ca54b359099daf4b65f1a2d801023569e8538","observation_id":"12cff4e5-1d0f-4c69-9c07-86df50b20be6","resolution":{"observed_at":"2026-08-06T23:43:14.563551Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:43:14.724750Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2506.16628","last_updated":"2025-06-19T21:55:33Z","snapshot_observed_at":"2026-08-06T23:35:57.004261Z","submitted_at":"2025-06-19T21:55:33Z","title":"Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System","version":1},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-08-06T23:43:14.724750Z"},"links":{"citing_paper":"/paper/2506.16628"},"observation_digest":"sha256:0c3daa1460921929b4456364a48b4822ca25d290e6e4524fe493e1f11044d2c3","observation_id":"915eb803-bf0d-4c14-9100-0c50d5e8568c","resolution":{"observed_at":"2026-08-06T23:43:14.724750Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:43:14.845052Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2506.16628","last_updated":"2025-06-19T21:55:33Z","snapshot_observed_at":"2026-08-06T23:35:57.004261Z","submitted_at":"2025-06-19T21:55:33Z","title":"Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System","version":1},"reference_index":25,"source":"pdf_text","source_observed_at":"2026-08-06T23:43:14.845052Z"},"links":{"citing_paper":"/paper/2506.16628"},"observation_digest":"sha256:3620923ef9ebbcae94e4e2df197c1ac47de5c9259edaa5686f8bed1d34a03097","observation_id":"efd6fff9-cac8-48d4-a5c8-95b463d6fc40","resolution":{"observed_at":"2026-08-06T23:43:14.845052Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:43:14.984755Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2506.16628","last_updated":"2025-06-19T21:55:33Z","snapshot_observed_at":"2026-08-06T23:35:57.004261Z","submitted_at":"2025-06-19T21:55:33Z","title":"Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System","version":1},"reference_index":26,"source":"pdf_text","source_observed_at":"2026-08-06T23:43:14.984755Z"},"links":{"citing_paper":"/paper/2506.16628"},"observation_digest":"sha256:6414e77d941d91f74793b6403ca31d497616bb74a3ce850dca4f82a381990f5d","observation_id":"8444be93-f3da-404c-8bcc-1f43e596ff59","resolution":{"observed_at":"2026-08-06T23:43:14.984755Z","resolver_source":null,"status":"parse_uncertain"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:43:15.134754Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2506.16628","last_updated":"2025-06-19T21:55:33Z","snapshot_observed_at":"2026-08-06T23:35:57.004261Z","submitted_at":"2025-06-19T21:55:33Z","title":"Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System","version":1},"reference_index":27,"source":"pdf_text","source_observed_at":"2026-08-06T23:43:15.134754Z"},"links":{"citing_paper":"/paper/2506.16628"},"observation_digest":"sha256:f5a2d882ab563725b47a44778d9b0c34d8a99685ef02982d08a7dcae5d51b38d","observation_id":"3f39a8da-e66f-4971-a8c2-7c7eb58fa5b9","resolution":{"observed_at":"2026-08-06T23:43:15.134754Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:43:24.714763Z","title":"Also, you need to double-check to make sure they keywords themselves are not over- generalized to get massive matches in other notes","venue":null,"work_id":"1ed500ca-dde6-48a2-af0b-af4099fbf99d","year":null},"citing_paper":{"arxiv_id":"2506.16628","last_updated":"2025-06-19T21:55:33Z","snapshot_observed_at":"2026-08-06T23:35:57.004261Z","submitted_at":"2025-06-19T21:55:33Z","title":"Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System","version":1},"reference_index":28,"source":"pdf_text","source_observed_at":"2026-08-06T23:43:15.284748Z"},"links":{"citing_paper":"/paper/2506.16628"},"observation_digest":"sha256:dda852ce9fcb97708166d0d646fc64da239751feed861424a47cc22e97435755","observation_id":"2d65e8cb-cbcc-4f41-8634-3ffd1c2f1d13","resolution":{"observed_at":"2026-08-06T23:43:24.814771Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:43:24.121010Z","title":"'concerning for,' as these modifiers will be identified in downstream NLP components","venue":null,"work_id":"076dc461-9c19-4c72-a30c-439c8ff2015b","year":null},"citing_paper":{"arxiv_id":"2506.16628","last_updated":"2025-06-19T21:55:33Z","snapshot_observed_at":"2026-08-06T23:35:57.004261Z","submitted_at":"2025-06-19T21:55:33Z","title":"Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System","version":1},"reference_index":30,"source":"pdf_text","source_observed_at":"2026-08-06T23:43:15.524745Z"},"links":{"citing_paper":"/paper/2506.16628"},"observation_digest":"sha256:cd1d7db2a91c676ccca36520bace7a016dd61451e94d2b255925bea36ae94286","observation_id":"02e34004-c2d5-4703-9f72-54d7bfc587e6","resolution":{"observed_at":"2026-08-06T23:43:24.214844Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:43:23.774754Z","title":"concepts","venue":null,"work_id":"c4ef203f-8c1b-4fc2-aca0-50f84cf9ef91","year":null},"citing_paper":{"arxiv_id":"2506.16628","last_updated":"2025-06-19T21:55:33Z","snapshot_observed_at":"2026-08-06T23:35:57.004261Z","submitted_at":"2025-06-19T21:55:33Z","title":"Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System","version":1},"reference_index":31,"source":"pdf_text","source_observed_at":"2026-08-06T23:43:15.645788Z"},"links":{"citing_paper":"/paper/2506.16628"},"observation_digest":"sha256:9e854671d915dd40c0be36fae41eaa1533b3f7ddc0aea2c89c49901bbc9590ac","observation_id":"bd420f85-68eb-4126-af16-c125dbb1267b","resolution":{"observed_at":"2026-08-06T23:43:23.944867Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:43:23.464151Z","title":null,"venue":null,"work_id":"ead98e19-17c2-4ed8-b417-3f9ae5cebc8b","year":null},"citing_paper":{"arxiv_id":"2506.16628","last_updated":"2025-06-19T21:55:33Z","snapshot_observed_at":"2026-08-06T23:35:57.004261Z","submitted_at":"2025-06-19T21:55:33Z","title":"Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System","version":1},"reference_index":32,"source":"pdf_text","source_observed_at":"2026-08-06T23:43:15.824753Z"},"links":{"citing_paper":"/paper/2506.16628"},"observation_digest":"sha256:73e882eac80995c593786654e4b4ad199c6ece15eb07feff08a008dfd08e7046","observation_id":"eb0041e8-c15d-4651-8674-7bb250a1a0a6","resolution":{"observed_at":"2026-08-06T23:43:23.574854Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:43:23.068080Z","title":"It is more relevant for identifying anatomical findings and conditions rather than surgical interventions","venue":null,"work_id":"ca6e65ac-4090-4ddf-9741-5f97ee3fa5ce","year":null},"citing_paper":{"arxiv_id":"2506.16628","last_updated":"2025-06-19T21:55:33Z","snapshot_observed_at":"2026-08-06T23:35:57.004261Z","submitted_at":"2025-06-19T21:55:33Z","title":"Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System","version":1},"reference_index":33,"source":"pdf_text","source_observed_at":"2026-08-06T23:43:15.969793Z"},"links":{"citing_paper":"/paper/2506.16628"},"observation_digest":"sha256:ba90c2e455fe4ca9ab013cfc9ddf17bdb97d44fe9a4f35a36761d785c01f0110","observation_id":"5c19b9b9-d42a-4704-ba46-f435e76bccce","resolution":{"observed_at":"2026-08-06T23:43:23.274753Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:43:22.644744Z","title":"However, it is not specific to surgical site infections (SSIs)","venue":null,"work_id":"27babb0a-3dd0-45c3-8997-e8dee0bbec9c","year":null},"citing_paper":{"arxiv_id":"2506.16628","last_updated":"2025-06-19T21:55:33Z","snapshot_observed_at":"2026-08-06T23:35:57.004261Z","submitted_at":"2025-06-19T21:55:33Z","title":"Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System","version":1},"reference_index":34,"source":"pdf_text","source_observed_at":"2026-08-06T23:43:16.144843Z"},"links":{"citing_paper":"/paper/2506.16628"},"observation_digest":"sha256:79c2a445be76072e0830225fe77f364bf3d814fdcd6571891368784e9551707a","observation_id":"cefa881e-e48b-4d54-8a0f-37392ff217cf","resolution":{"observed_at":"2026-08-06T23:43:22.835978Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:43:22.254753Z","title":null,"venue":null,"work_id":"f1615096-d389-4995-acb2-f7dee6851c53","year":null},"citing_paper":{"arxiv_id":"2506.16628","last_updated":"2025-06-19T21:55:33Z","snapshot_observed_at":"2026-08-06T23:35:57.004261Z","submitted_at":"2025-06-19T21:55:33Z","title":"Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System","version":1},"reference_index":35,"source":"pdf_text","source_observed_at":"2026-08-06T23:43:16.274846Z"},"links":{"citing_paper":"/paper/2506.16628"},"observation_digest":"sha256:adff5e18987c7e7fc22baae2373dace692a51aca49bcba392f3c7f79eb9b8171","observation_id":"cc2c610b-24e0-4430-98e9-1f9f42231b97","resolution":{"observed_at":"2026-08-06T23:43:22.414753Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:43:21.924754Z","title":"It could be related to a non- surgical infection, such as appendicitis","venue":null,"work_id":"aa07f87b-c8a9-4d94-b715-e7fddf7fb44c","year":null},"citing_paper":{"arxiv_id":"2506.16628","last_updated":"2025-06-19T21:55:33Z","snapshot_observed_at":"2026-08-06T23:35:57.004261Z","submitted_at":"2025-06-19T21:55:33Z","title":"Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System","version":1},"reference_index":36,"source":"pdf_text","source_observed_at":"2026-08-06T23:43:16.396782Z"},"links":{"citing_paper":"/paper/2506.16628"},"observation_digest":"sha256:96862170301c81b8ab43618a08642644e845468e8cd6e235f14883a735d50ef7","observation_id":"6ba4eaf2-94e2-4d59-80be-8cd66b97c5b1","resolution":{"observed_at":"2026-08-06T23:43:22.054751Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:43:21.597330Z","title":"They are specific enough to capture relevant information without being overly generalized","venue":null,"work_id":"0fe96643-860f-458f-90c2-b95af9d9098e","year":null},"citing_paper":{"arxiv_id":"2506.16628","last_updated":"2025-06-19T21:55:33Z","snapshot_observed_at":"2026-08-06T23:35:57.004261Z","submitted_at":"2025-06-19T21:55:33Z","title":"Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System","version":1},"reference_index":37,"source":"pdf_text","source_observed_at":"2026-08-06T23:43:16.582662Z"},"links":{"citing_paper":"/paper/2506.16628"},"observation_digest":"sha256:83c990bde25745d30846ba0f7b5eae1c7fcfe8441386bfb4d50f605f53ab8613","observation_id":"204942cf-8fc6-466e-9b33-1f1fc8cf4e42","resolution":{"observed_at":"2026-08-06T23:43:21.735473Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:43:21.264752Z","title":null,"venue":null,"work_id":"24bc3043-07fc-4b37-b27a-b0a97d52d120","year":null},"citing_paper":{"arxiv_id":"2506.16628","last_updated":"2025-06-19T21:55:33Z","snapshot_observed_at":"2026-08-06T23:35:57.004261Z","submitted_at":"2025-06-19T21:55:33Z","title":"Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System","version":1},"reference_index":38,"source":"pdf_text","source_observed_at":"2026-08-06T23:43:16.724831Z"},"links":{"citing_paper":"/paper/2506.16628"},"observation_digest":"sha256:638f2c7614a04d88287258a49a8336b26f6a9cbfaf8b1bf6d86ea6912c3e4f2d","observation_id":"776e725e-759a-41e3-8450-ab0770b058e8","resolution":{"observed_at":"2026-08-06T23:43:21.384935Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:43:20.913302Z","title":"concepts","venue":null,"work_id":"693b3e13-701b-4011-a3b8-0a21f6613af7","year":null},"citing_paper":{"arxiv_id":"2506.16628","last_updated":"2025-06-19T21:55:33Z","snapshot_observed_at":"2026-08-06T23:35:57.004261Z","submitted_at":"2025-06-19T21:55:33Z","title":"Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System","version":1},"reference_index":39,"source":"pdf_text","source_observed_at":"2026-08-06T23:43:16.914752Z"},"links":{"citing_paper":"/paper/2506.16628"},"observation_digest":"sha256:202c2750ba66aa453db764cffbb95c5575df5be9bf08713fa55b1df01ebf2585","observation_id":"a3747060-9892-4f85-9d78-1a0fb5891618","resolution":{"observed_at":"2026-08-06T23:43:21.014828Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:43:20.554829Z","title":"Also, you need to double check to make sure the keywords themselves are not over generalized to get massive matches in other notes","venue":null,"work_id":"4426746a-af26-481d-8235-f1b96de2a10a","year":null},"citing_paper":{"arxiv_id":"2506.16628","last_updated":"2025-06-19T21:55:33Z","snapshot_observed_at":"2026-08-06T23:35:57.004261Z","submitted_at":"2025-06-19T21:55:33Z","title":"Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System","version":1},"reference_index":40,"source":"pdf_text","source_observed_at":"2026-08-06T23:43:17.054756Z"},"links":{"citing_paper":"/paper/2506.16628"},"observation_digest":"sha256:c41ef723a48babf1fd01b186f9cc6c67684d374487e4fcf3cd975c8efe471881","observation_id":"8149dfba-7079-433e-94e7-b39d7eaf42ca","resolution":{"observed_at":"2026-08-06T23:43:20.704754Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:43:24.424867Z","title":null,"venue":null,"work_id":"77520bb4-5300-4913-9972-b919fc2cdb33","year":null},"citing_paper":{"arxiv_id":"2506.16628","last_updated":"2025-06-19T21:55:33Z","snapshot_observed_at":"2026-08-06T23:35:57.004261Z","submitted_at":"2025-06-19T21:55:33Z","title":"Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System","version":1},"reference_index":41,"source":"pdf_text","source_observed_at":"2026-08-06T23:43:17.193983Z"},"links":{"citing_paper":"/paper/2506.16628"},"observation_digest":"sha256:6d03eccf474604a564b9d08a0726ae9735ab8ec2f8245f5982e73d6ddcba3674","observation_id":"2de2df8e-b8b3-4747-a835-9bb5e84ed3b7","resolution":{"observed_at":"2026-08-06T23:43:24.544840Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:43:20.258308Z","title":"'concerning for', as these modifiers will be identified in downstream NLP components","venue":null,"work_id":"4fbe867b-6721-441c-9299-1a31ac1e9618","year":null},"citing_paper":{"arxiv_id":"2506.16628","last_updated":"2025-06-19T21:55:33Z","snapshot_observed_at":"2026-08-06T23:35:57.004261Z","submitted_at":"2025-06-19T21:55:33Z","title":"Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System","version":1},"reference_index":42,"source":"pdf_text","source_observed_at":"2026-08-06T23:43:17.304768Z"},"links":{"citing_paper":"/paper/2506.16628"},"observation_digest":"sha256:aed705e846cc03c0246cbfed46a172fa6fd5ac751078e235382682bd87a05996","observation_id":"46fdcf96-2734-48bc-9601-eb971cfcf49f","resolution":{"observed_at":"2026-08-06T23:43:20.374886Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:43:19.953123Z","title":null,"venue":null,"work_id":"47fa1ec7-ea5e-41c6-a640-1f480f60446f","year":null},"citing_paper":{"arxiv_id":"2506.16628","last_updated":"2025-06-19T21:55:33Z","snapshot_observed_at":"2026-08-06T23:35:57.004261Z","submitted_at":"2025-06-19T21:55:33Z","title":"Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System","version":1},"reference_index":43,"source":"pdf_text","source_observed_at":"2026-08-06T23:43:17.412483Z"},"links":{"citing_paper":"/paper/2506.16628"},"observation_digest":"sha256:681b37a93d8b9ceb41045037979712934957a1f4c45ea88513976785d2c410c8","observation_id":"eb5180fd-58f3-428d-985c-a92a10356e3c","resolution":{"observed_at":"2026-08-06T23:43:20.104754Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:43:19.644777Z","title":"# Your task: You will be given the clinical note snippet and the analysis from anther clinical informatist:","venue":null,"work_id":"d373dceb-15ed-4838-ab4f-22d10c442826","year":null},"citing_paper":{"arxiv_id":"2506.16628","last_updated":"2025-06-19T21:55:33Z","snapshot_observed_at":"2026-08-06T23:35:57.004261Z","submitted_at":"2025-06-19T21:55:33Z","title":"Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System","version":1},"reference_index":44,"source":"pdf_text","source_observed_at":"2026-08-06T23:43:17.495915Z"},"links":{"citing_paper":"/paper/2506.16628"},"observation_digest":"sha256:689874bbc751b564b29e9b7677e3f58d4c1b2582a30d098420c15d6637c698ba","observation_id":"b1b80cc9-7663-4d9e-b120-da676834d50e","resolution":{"observed_at":"2026-08-06T23:43:19.758404Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:43:19.384753Z","title":"Pay attention to the expanded keywords, make sure none of them is too broad","venue":null,"work_id":"6e29deec-8eae-4619-805c-55a96a275175","year":null},"citing_paper":{"arxiv_id":"2506.16628","last_updated":"2025-06-19T21:55:33Z","snapshot_observed_at":"2026-08-06T23:35:57.004261Z","submitted_at":"2025-06-19T21:55:33Z","title":"Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System","version":1},"reference_index":45,"source":"pdf_text","source_observed_at":"2026-08-06T23:43:17.574755Z"},"links":{"citing_paper":"/paper/2506.16628"},"observation_digest":"sha256:03dc20fa0a65fde21e5d7f15070e7d01646c619c08540eacf51d53670216c2d1","observation_id":"706288ce-9c0a-4d97-90ea-86e4ab15e35d","resolution":{"observed_at":"2026-08-06T23:43:19.494758Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:43:19.134752Z","title":null,"venue":null,"work_id":"d8f2698a-88ec-4fb3-82b2-cea37cb29b14","year":null},"citing_paper":{"arxiv_id":"2506.16628","last_updated":"2025-06-19T21:55:33Z","snapshot_observed_at":"2026-08-06T23:35:57.004261Z","submitted_at":"2025-06-19T21:55:33Z","title":"Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System","version":1},"reference_index":46,"source":"pdf_text","source_observed_at":"2026-08-06T23:43:17.664836Z"},"links":{"citing_paper":"/paper/2506.16628"},"observation_digest":"sha256:a3fa52d675717f22056f511b9198b99dfb7e9b4d85f035aa91f005ac6a5f967e","observation_id":"541dad05-66c4-4bda-a13c-4028fd7e3029","resolution":{"observed_at":"2026-08-06T23:43:19.215713Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:43:18.954751Z","title":"concepts","venue":null,"work_id":"5f66335c-51de-4344-82f5-beffc2fe9be8","year":null},"citing_paper":{"arxiv_id":"2506.16628","last_updated":"2025-06-19T21:55:33Z","snapshot_observed_at":"2026-08-06T23:35:57.004261Z","submitted_at":"2025-06-19T21:55:33Z","title":"Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System","version":1},"reference_index":47,"source":"pdf_text","source_observed_at":"2026-08-06T23:43:17.804898Z"},"links":{"citing_paper":"/paper/2506.16628"},"observation_digest":"sha256:a89d53c942d9c2b7728b1451fab60af7f4ee7c998e53df46eceecf851e9fd49c","observation_id":"9ed48d59-dd5a-42a5-809e-763edd487886","resolution":{"observed_at":"2026-08-06T23:43:19.024863Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}}],"paper":{"arxiv_id":"2506.16628","last_updated":"2025-06-19T21:55:33Z","latest_version":1,"primary_category":"cs.CL","snapshot_observed_at":"2026-08-06T23:35:57.004261Z","submitted_at":"2025-06-19T21:55:33Z","title":"Initial Investigation of LLM-Assisted Development of Rule-Based Clinical NLP System"},"reference_resolution":{"displayed":46,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":1,"unresolved":30,"verified_exact":2,"verified_fuzzy":13},"total_outbound_references":46},"refusal":"A citation records a reference. It does not transfer a finding from one paper to another.","schema":"pith.paper-citation-record.v1","standing_sources":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"thesis":"As of 7 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 0 inbound Pith citation observations for arXiv:2506.16628."}