{"as_of":"2026-08-09T20:01:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:221a67161a271bdbcf9927a1fc7be94f3e47b2ef3ddb73379e37d0d3114d46ce","coverage":[{"denominator":57,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":57,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-04T06:18:37.153402Z","state":"measured"},{"denominator":62,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":62,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-09T06:31:02.800959+00:00","state":"measured"},{"denominator":5,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":5,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-06T11:48:39.306132Z","state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":1,"source":"arxiv_reference","source_observed_at":"2026-08-05T02:28:24.338817Z","state":"measured"}],"external_citation_measurements":[{"count":2,"observed_at":"2026-08-05T02:28:24.338817Z","source":"arxiv_reference"}],"inbound":[{"citation":{"cited_paper":{"arxiv_id":"2602.01347","last_updated":"2026-08-03T13:57:33Z","snapshot_observed_at":"2026-08-09T02:27:01.675199Z","submitted_at":"2026-02-01T17:32:04Z","title":"A clinically validated framework for auditing AI chatbot behavior in mental health interactions","version":3},"cited_work":{"arxiv_id":"2602.01347","doi":"10.48550/arxiv.2602.01347","metadata_source":"arxiv_reference","pith_arxiv_id":"2602.01347","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"arXiv preprint arXiv:2602.01347 , year=","venue":"Open MIND","work_id":"4b2c4046-73c2-478a-a215-19c9adbff195","year":2026},"citing_paper":{"arxiv_id":"2604.25415","last_updated":"2026-04-28T09:25:41Z","snapshot_observed_at":"2026-07-06T23:11:16.247497Z","submitted_at":"2026-04-28T09:25:41Z","title":"One-shot emergency psychiatric triage across 15 frontier AI chatbots","version":1},"reference_index":26,"source":"pdf_text","source_observed_at":"2026-05-07T14:08:53.662754Z"},"links":{"cited_paper":"/paper/2602.01347","citing_paper":"/paper/2604.25415"},"observation_digest":"sha256:830dad15957a7337d81d8ef2e73a7c4a0dffb13c1339cc5d96a1b3e459554e67","observation_id":"bc56af13-eb43-465a-bfad-dc2d306922b9","resolution":{"observed_at":"2026-08-04T02:40:03.327209Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2602.01347","last_updated":"2026-08-03T13:57:33Z","snapshot_observed_at":"2026-08-09T02:27:01.675199Z","submitted_at":"2026-02-01T17:32:04Z","title":"A clinically validated framework for auditing AI chatbot behavior in mental health interactions","version":3},"cited_work":{"arxiv_id":"2602.01347","doi":"10.48550/arxiv.2602.01347","metadata_source":"arxiv_reference","pith_arxiv_id":"2602.01347","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"arXiv preprint arXiv:2602.01347 , year=","venue":"Open MIND","work_id":"4b2c4046-73c2-478a-a215-19c9adbff195","year":2026},"citing_paper":{"arxiv_id":"2604.25905","last_updated":"2026-04-28T17:51:13Z","snapshot_observed_at":"2026-07-06T23:11:39.318906Z","submitted_at":"2026-04-28T17:51:13Z","title":"A paradox of AI fluency","version":1},"reference_index":38,"source":"arxiv_source","source_observed_at":"2026-05-07T16:17:48.531790Z"},"links":{"cited_paper":"/paper/2602.01347","citing_paper":"/paper/2604.25905"},"observation_digest":"sha256:a15944582cf7d1b1c74f540d31ffa9c7fa4d7c053e83e9f49d9e69c9b1c4930f","observation_id":"9bd18058-9252-4e2f-86b7-fb227abaa691","resolution":{"observed_at":"2026-08-04T02:40:03.327209Z","resolver_source":"arxiv_id","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2602.01347","last_updated":"2026-08-03T13:57:33Z","snapshot_observed_at":"2026-08-09T02:27:01.675199Z","submitted_at":"2026-02-01T17:32:04Z","title":"A clinically validated framework for auditing AI chatbot behavior in mental health interactions","version":3},"cited_work":{"arxiv_id":"2602.01347","doi":"10.48550/arxiv.2602.01347","metadata_source":"arxiv_reference","pith_arxiv_id":"2602.01347","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"arXiv preprint arXiv:2602.01347 , year=","venue":"Open MIND","work_id":"4b2c4046-73c2-478a-a215-19c9adbff195","year":2026},"citing_paper":{"arxiv_id":"2605.23787","last_updated":"2026-05-22T15:50:26Z","snapshot_observed_at":"2026-07-06T23:33:59.210165Z","submitted_at":"2026-05-22T15:50:26Z","title":"Engagement-Optimized Care: When LLMs become Mental Health Infrastructure","version":1},"reference_index":23,"source":"arxiv_source","source_observed_at":"2026-05-25T02:47:20.801650Z"},"links":{"cited_paper":"/paper/2602.01347","citing_paper":"/paper/2605.23787"},"observation_digest":"sha256:ba40486918b55724c8c4f148bb366cf9e46d88b99bc0322d26a09f8106d321c0","observation_id":"f7292e01-09d4-4cc9-bc2d-b7a6b2e20688","resolution":{"observed_at":"2026-08-04T02:40:03.327209Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2602.01347","last_updated":"2026-08-03T13:57:33Z","snapshot_observed_at":"2026-08-09T02:27:01.675199Z","submitted_at":"2026-02-01T17:32:04Z","title":"A clinically validated framework for auditing AI chatbot behavior in mental health interactions","version":3},"cited_work":{"arxiv_id":"2602.01347","doi":"10.48550/arxiv.2602.01347","metadata_source":"arxiv_reference","pith_arxiv_id":"2602.01347","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"arXiv preprint arXiv:2602.01347 , year=","venue":"Open MIND","work_id":"4b2c4046-73c2-478a-a215-19c9adbff195","year":2026},"citing_paper":{"arxiv_id":"2607.07766","last_updated":"2026-07-08T15:39:10Z","snapshot_observed_at":"2026-08-07T11:26:32.182638Z","submitted_at":"2026-07-08T15:39:10Z","title":"Alignment Plausibility: A New Standard for Assuring AI in Healthcare","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-07-10T18:44:28.259986Z"},"links":{"cited_paper":"/paper/2602.01347","citing_paper":"/paper/2607.07766"},"observation_digest":"sha256:50b6ea8851c266e174492c953f0c9b86e1b87459526ee50a248879479ec95ec7","observation_id":"cd1129d9-1b19-47a3-ba88-217587ba3458","resolution":{"observed_at":"2026-08-04T02:40:03.327209Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2602.01347","last_updated":"2026-08-03T13:57:33Z","snapshot_observed_at":"2026-08-09T02:27:01.675199Z","submitted_at":"2026-02-01T17:32:04Z","title":"A clinically validated framework for auditing AI chatbot behavior in mental health interactions","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2602.01347","snapshot_observed_at":"2026-08-06T11:48:39.306132Z","title":null,"venue":null,"work_id":null,"year":2026},"citing_paper":{"arxiv_id":"2608.05004","last_updated":"2026-08-05T16:11:08Z","snapshot_observed_at":"2026-08-09T08:17:13.458311Z","submitted_at":"2026-08-05T16:11:08Z","title":"DelusionEval: Measuring Delusion-Linked Behaviors in AI Chatbots","version":1},"reference_index":59,"source":"pdf_text","source_observed_at":"2026-08-06T11:48:39.306132Z"},"links":{"cited_paper":"/paper/2602.01347","citing_paper":"/paper/2608.05004"},"observation_digest":"sha256:6e79b90fdba1a3b39f51e40c8a3915edb76cb434ea85a21708ae26030680bee0","observation_id":"9d19b83b-6ccf-47cb-8cd0-cb7674d5acce","resolution":{"observed_at":"2026-08-06T11:48:39.306132Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"links":{"evidence":"/evidence","html":"/paper/2602.01347/citation-record","integrity":"/paper/2602.01347/integrity","json":"/paper/2602.01347/citation-record.json","paper":"/paper/2602.01347"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-04T06:18:30.493967Z","title":"Mental Health Atlas 2024","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2602.01347","last_updated":"2026-08-03T13:57:33Z","snapshot_observed_at":"2026-08-09T02:27:01.675199Z","submitted_at":"2026-02-01T17:32:04Z","title":"A clinically validated framework for auditing AI chatbot behavior in mental health interactions","version":3},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-08-04T06:18:30.493967Z"},"links":{"citing_paper":"/paper/2602.01347"},"observation_digest":"sha256:b0df6109784d657d90ff84e5ada69014cfe5b833eec95ea879e6da0b90390361","observation_id":"3fd346dd-5396-4005-a1e5-5ac754dc4ade","resolution":{"observed_at":"2026-08-04T06:18:30.493967Z","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":"2026-08-04T06:18:30.574932Z","title":null,"venue":null,"work_id":null,"year":1990},"citing_paper":{"arxiv_id":"2602.01347","last_updated":"2026-08-03T13:57:33Z","snapshot_observed_at":"2026-08-09T02:27:01.675199Z","submitted_at":"2026-02-01T17:32:04Z","title":"A clinically validated framework for auditing AI chatbot behavior in mental health interactions","version":3},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-08-04T06:18:30.574932Z"},"links":{"citing_paper":"/paper/2602.01347"},"observation_digest":"sha256:301407201186885e828b2e8ad0f89a77fc6cdc16f1d0331f70aa7d48d4533169","observation_id":"7630591e-22f2-4863-a012-86a05c106c92","resolution":{"observed_at":"2026-08-04T06:18:30.574932Z","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":"2026-08-04T06:18:30.711519Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2602.01347","last_updated":"2026-08-03T13:57:33Z","snapshot_observed_at":"2026-08-09T02:27:01.675199Z","submitted_at":"2026-02-01T17:32:04Z","title":"A clinically validated framework for auditing AI chatbot behavior in mental health interactions","version":3},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-08-04T06:18:30.711519Z"},"links":{"citing_paper":"/paper/2602.01347"},"observation_digest":"sha256:9fda795537964b2896cdac2c1aca14966959a92e58f508f31cc086ff66f62e1e","observation_id":"8d1164b8-98a4-49fd-b481-11411e3c6f11","resolution":{"observed_at":"2026-08-04T06:18:30.711519Z","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":"2026-08-04T06:18:30.870362Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2602.01347","last_updated":"2026-08-03T13:57:33Z","snapshot_observed_at":"2026-08-09T02:27:01.675199Z","submitted_at":"2026-02-01T17:32:04Z","title":"A clinically validated framework for auditing AI chatbot behavior in mental health interactions","version":3},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-04T06:18:30.870362Z"},"links":{"citing_paper":"/paper/2602.01347"},"observation_digest":"sha256:1bcb88cb3d10bcc0128032c9212d4edd756dfe5bc10fcf4bd742abd162742af3","observation_id":"62626195-442b-4b48-a96a-3311412eeb97","resolution":{"observed_at":"2026-08-04T06:18:30.870362Z","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":"2026-08-04T06:18:31.056872Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2602.01347","last_updated":"2026-08-03T13:57:33Z","snapshot_observed_at":"2026-08-09T02:27:01.675199Z","submitted_at":"2026-02-01T17:32:04Z","title":"A clinically validated framework for auditing AI chatbot behavior in mental health interactions","version":3},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-08-04T06:18:31.056872Z"},"links":{"citing_paper":"/paper/2602.01347"},"observation_digest":"sha256:eda2f3123256cb25d4fd73857926b02d5374c52dae8adca495f127946fc54a6c","observation_id":"a53ec1e3-019c-442f-b2b1-a6ecdbd71eff","resolution":{"observed_at":"2026-08-04T06:18:31.056872Z","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":"2026-08-04T06:18:31.177030Z","title":"Strengthening ChatGPT’s responses in sensitive conversations","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2602.01347","last_updated":"2026-08-03T13:57:33Z","snapshot_observed_at":"2026-08-09T02:27:01.675199Z","submitted_at":"2026-02-01T17:32:04Z","title":"A clinically validated framework for auditing AI chatbot behavior in mental health interactions","version":3},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-08-04T06:18:31.177030Z"},"links":{"citing_paper":"/paper/2602.01347"},"observation_digest":"sha256:5bc3083f55510217f85d07725d99fb4e3b45af520663beb8af7ec8026e5f47c6","observation_id":"1f265da7-7e18-41a2-9b71-214a9a8586f2","resolution":{"observed_at":"2026-08-04T06:18:31.177030Z","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":"2026-08-04T06:18:31.271838Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2602.01347","last_updated":"2026-08-03T13:57:33Z","snapshot_observed_at":"2026-08-09T02:27:01.675199Z","submitted_at":"2026-02-01T17:32:04Z","title":"A clinically validated framework for auditing AI chatbot behavior in mental health interactions","version":3},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-08-04T06:18:31.271838Z"},"links":{"citing_paper":"/paper/2602.01347"},"observation_digest":"sha256:955a0a49866e317c683bfa9cd43957111507a9ff7ab738fa5e323246e0a04f63","observation_id":"d732c7c6-7058-47c9-a6a2-51c626c0e293","resolution":{"observed_at":"2026-08-04T06:18:31.271838Z","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":"2026-08-04T06:18:31.386935Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2602.01347","last_updated":"2026-08-03T13:57:33Z","snapshot_observed_at":"2026-08-09T02:27:01.675199Z","submitted_at":"2026-02-01T17:32:04Z","title":"A clinically validated framework for auditing AI chatbot behavior in mental health interactions","version":3},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-08-04T06:18:31.386935Z"},"links":{"citing_paper":"/paper/2602.01347"},"observation_digest":"sha256:811f8eddf4bf12219ac0da3f9e094995632148acd20b6c88494d38cffc3358a1","observation_id":"3e5c3130-1434-43a7-84d5-3e62b0239d14","resolution":{"observed_at":"2026-08-04T06:18:31.386935Z","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":"2026-08-04T06:18:31.543024Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2602.01347","last_updated":"2026-08-03T13:57:33Z","snapshot_observed_at":"2026-08-09T02:27:01.675199Z","submitted_at":"2026-02-01T17:32:04Z","title":"A clinically validated framework for auditing AI chatbot behavior in mental health interactions","version":3},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-08-04T06:18:31.543024Z"},"links":{"citing_paper":"/paper/2602.01347"},"observation_digest":"sha256:54d256798a960641981dee3bc38760bb1eb986b9f59e1f0cc9847b88d85e940d","observation_id":"df1d0904-f823-47db-8a54-6cb4ffa9cfdf","resolution":{"observed_at":"2026-08-04T06:18:31.543024Z","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":"2026-08-04T06:18:31.681192Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2602.01347","last_updated":"2026-08-03T13:57:33Z","snapshot_observed_at":"2026-08-09T02:27:01.675199Z","submitted_at":"2026-02-01T17:32:04Z","title":"A clinically validated framework for auditing AI chatbot behavior in mental health interactions","version":3},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-08-04T06:18:31.681192Z"},"links":{"citing_paper":"/paper/2602.01347"},"observation_digest":"sha256:b081b39b755d77f6f845a61cd55db57e0bcff6312febf19459e81aaf056da418","observation_id":"48e0c49a-bc61-4acb-a172-ed6a120c40f3","resolution":{"observed_at":"2026-08-04T06:18:31.681192Z","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":"2026-08-04T06:18:31.803747Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2602.01347","last_updated":"2026-08-03T13:57:33Z","snapshot_observed_at":"2026-08-09T02:27:01.675199Z","submitted_at":"2026-02-01T17:32:04Z","title":"A clinically validated framework for auditing AI chatbot behavior in mental health interactions","version":3},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-08-04T06:18:31.803747Z"},"links":{"citing_paper":"/paper/2602.01347"},"observation_digest":"sha256:ca667ec77e0dafb092b50b6ecd2b2ae6c16c200d96d99b241eaf4774d36d2067","observation_id":"99de20b7-a90e-46aa-86e4-da91a8d64a30","resolution":{"observed_at":"2026-08-04T06:18:31.803747Z","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":"2026-08-04T06:18:31.937257Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2602.01347","last_updated":"2026-08-03T13:57:33Z","snapshot_observed_at":"2026-08-09T02:27:01.675199Z","submitted_at":"2026-02-01T17:32:04Z","title":"A clinically validated framework for auditing AI chatbot behavior in mental health interactions","version":3},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-08-04T06:18:31.937257Z"},"links":{"citing_paper":"/paper/2602.01347"},"observation_digest":"sha256:5ce697e580299b3f0d9587939d70796ad162d98fe5e1c54a0d2f8952aa9fa717","observation_id":"c442b07a-ffa8-4d6d-9af4-33fe923d6b88","resolution":{"observed_at":"2026-08-04T06:18:31.937257Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2406.11852","last_updated":"2024-08-14T18:20:22Z","snapshot_observed_at":"2026-07-06T18:32:23.999019Z","submitted_at":"2024-04-02T15:05:06Z","title":"Risks from Language Models for Automated Mental Healthcare: Ethics and Structure for Implementation","version":2},"cited_work":{"arxiv_id":"2406.11852","doi":"10.48550/arxiv.2406.11852","metadata_source":"pith","pith_arxiv_id":"2406.11852","snapshot_observed_at":"2026-08-05T02:49:54.815029Z","title":"Risks from Language Models for Automated Mental Healthcare: Ethics and Structure for Implementation","venue":"cs.CY","work_id":"d1d30008-bfb6-4901-a9db-9eff4ec2407c","year":2024},"citing_paper":{"arxiv_id":"2602.01347","last_updated":"2026-08-03T13:57:33Z","snapshot_observed_at":"2026-08-09T02:27:01.675199Z","submitted_at":"2026-02-01T17:32:04Z","title":"A clinically validated framework for auditing AI chatbot behavior in mental health interactions","version":3},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-08-04T06:18:31.992339Z"},"links":{"cited_paper":"/paper/2406.11852","citing_paper":"/paper/2602.01347"},"observation_digest":"sha256:4aa820ebd7d946ad17628edc6c6f742cd7973c90c8768240b4429a733db19595","observation_id":"9c2229eb-95af-4623-ab71-56f374796441","resolution":{"observed_at":"2026-08-04T06:24:09.286479Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.31234/osf.io/cmy7n.v5","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-04T06:24:08.964895Z","title":null,"venue":null,"work_id":"fa183e7c-065c-4ed3-a95f-32bcf445c2d6","year":2025},"citing_paper":{"arxiv_id":"2602.01347","last_updated":"2026-08-03T13:57:33Z","snapshot_observed_at":"2026-08-09T02:27:01.675199Z","submitted_at":"2026-02-01T17:32:04Z","title":"A clinically validated framework for auditing AI chatbot behavior in mental health interactions","version":3},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-08-04T06:18:32.068813Z"},"links":{"citing_paper":"/paper/2602.01347"},"observation_digest":"sha256:692c13c6aa4b37537f5adf181b405050fba9f24ffda150694170da51ca754fc1","observation_id":"6bcf2eda-4d91-48d3-8837-bb76595ffb22","resolution":{"observed_at":"2026-08-04T06:24:09.059186Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-04T06:18:32.126157Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2602.01347","last_updated":"2026-08-03T13:57:33Z","snapshot_observed_at":"2026-08-09T02:27:01.675199Z","submitted_at":"2026-02-01T17:32:04Z","title":"A clinically validated framework for auditing AI chatbot behavior in mental health interactions","version":3},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-08-04T06:18:32.126157Z"},"links":{"citing_paper":"/paper/2602.01347"},"observation_digest":"sha256:484459bc2f5878b83b5cbc57cbb10b54645c684aebda0986c6a8a0fb9938fd34","observation_id":"18a7c6d2-0a76-461e-94e0-f8aa9680c182","resolution":{"observed_at":"2026-08-04T06:18:32.126157Z","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":"2026-08-04T06:18:32.190383Z","title":null,"venue":null,"work_id":null,"year":2026},"citing_paper":{"arxiv_id":"2602.01347","last_updated":"2026-08-03T13:57:33Z","snapshot_observed_at":"2026-08-09T02:27:01.675199Z","submitted_at":"2026-02-01T17:32:04Z","title":"A clinically validated framework for auditing AI chatbot behavior in mental health interactions","version":3},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-08-04T06:18:32.190383Z"},"links":{"citing_paper":"/paper/2602.01347"},"observation_digest":"sha256:f1caa1856f762ee8be260546217281c131776a321504d073817f83b9d7ab7a61","observation_id":"4e98c821-28fe-459f-9b47-cb002fa25fc6","resolution":{"observed_at":"2026-08-04T06:18:32.190383Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2503.17473","last_updated":"2025-10-02T16:25:41Z","snapshot_observed_at":"2026-07-06T20:56:58.232284Z","submitted_at":"2025-03-21T18:37:23Z","title":"How AI and Human Behaviors Shape Psychosocial Effects of Extended Chatbot Use: A Longitudinal Randomized Controlled Study","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2503.17473","snapshot_observed_at":"2026-08-04T06:18:32.279126Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2602.01347","last_updated":"2026-08-03T13:57:33Z","snapshot_observed_at":"2026-08-09T02:27:01.675199Z","submitted_at":"2026-02-01T17:32:04Z","title":"A clinically validated framework for auditing AI chatbot behavior in mental health interactions","version":3},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-08-04T06:18:32.279126Z"},"links":{"cited_paper":"/paper/2503.17473","citing_paper":"/paper/2602.01347"},"observation_digest":"sha256:9e41797277f453495b14358de3618e60584586b79a413a47fd06aef133746d2a","observation_id":"c4f84c0b-4f15-4037-b98b-517bb48ebe2f","resolution":{"observed_at":"2026-08-04T06:18:32.279126Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2504.03888","last_updated":"2025-04-04T19:22:10Z","snapshot_observed_at":"2026-08-07T16:08:34.549759Z","submitted_at":"2025-04-04T19:22:10Z","title":"Investigating Affective Use and Emotional Well-being on ChatGPT","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2504.03888","snapshot_observed_at":"2026-08-04T06:18:32.386340Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2602.01347","last_updated":"2026-08-03T13:57:33Z","snapshot_observed_at":"2026-08-09T02:27:01.675199Z","submitted_at":"2026-02-01T17:32:04Z","title":"A clinically validated framework for auditing AI chatbot behavior in mental health interactions","version":3},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-08-04T06:18:32.386340Z"},"links":{"cited_paper":"/paper/2504.03888","citing_paper":"/paper/2602.01347"},"observation_digest":"sha256:a4e2ea657fdd7b5e091b8138bbe7d1d3a84fae89596b493bbbb04576b0cbbe0c","observation_id":"cbc6bb7d-1bac-4af2-95d5-700afdabca8f","resolution":{"observed_at":"2026-08-04T06:18:32.386340Z","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":"2026-08-04T06:18:32.505871Z","title":null,"venue":null,"work_id":null,"year":2026},"citing_paper":{"arxiv_id":"2602.01347","last_updated":"2026-08-03T13:57:33Z","snapshot_observed_at":"2026-08-09T02:27:01.675199Z","submitted_at":"2026-02-01T17:32:04Z","title":"A clinically validated framework for auditing AI chatbot behavior in mental health interactions","version":3},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-08-04T06:18:32.505871Z"},"links":{"citing_paper":"/paper/2602.01347"},"observation_digest":"sha256:5c334084852519d7eb6ad07ee1832c5ed52b5f350501f95d0a54e91d9334cc79","observation_id":"966ab4c9-c294-4f69-b4f7-6d4cc9c764f2","resolution":{"observed_at":"2026-08-04T06:18:32.505871Z","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":"2026-08-04T06:18:32.549200Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2602.01347","last_updated":"2026-08-03T13:57:33Z","snapshot_observed_at":"2026-08-09T02:27:01.675199Z","submitted_at":"2026-02-01T17:32:04Z","title":"A clinically validated framework for auditing AI chatbot behavior in mental health interactions","version":3},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-08-04T06:18:32.549200Z"},"links":{"citing_paper":"/paper/2602.01347"},"observation_digest":"sha256:eefbd553fd1ce6b0249f36ea060d14fb9c34f694f0696106750d24c3a05f9d14","observation_id":"62fa1b7d-7bd7-48ea-8502-791ef2e0b8ae","resolution":{"observed_at":"2026-08-04T06:18:32.549200Z","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":"2026-08-04T06:18:32.618724Z","title":"Protecting the well-being of our users","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2602.01347","last_updated":"2026-08-03T13:57:33Z","snapshot_observed_at":"2026-08-09T02:27:01.675199Z","submitted_at":"2026-02-01T17:32:04Z","title":"A clinically validated framework for auditing AI chatbot behavior in mental health interactions","version":3},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-08-04T06:18:32.618724Z"},"links":{"citing_paper":"/paper/2602.01347"},"observation_digest":"sha256:543cba2cfcc4ea964ad7166f75497708f928e6f0f3fa245c7710a4170d3deb6f","observation_id":"0459f0da-9090-4813-a1e8-f43dda18c990","resolution":{"observed_at":"2026-08-04T06:18:32.618724Z","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":"2026-08-04T06:18:32.694990Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2602.01347","last_updated":"2026-08-03T13:57:33Z","snapshot_observed_at":"2026-08-09T02:27:01.675199Z","submitted_at":"2026-02-01T17:32:04Z","title":"A clinically validated framework for auditing AI chatbot behavior in mental health interactions","version":3},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-08-04T06:18:32.694990Z"},"links":{"citing_paper":"/paper/2602.01347"},"observation_digest":"sha256:c48caf0e876d21d1b5900bd618e8233b5c0830dac42f747abbc22c78bcce81b6","observation_id":"ab7f8c92-4851-47d5-8778-4e160570afa1","resolution":{"observed_at":"2026-08-04T06:18:32.694990Z","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":"2026-08-04T06:18:32.784730Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2602.01347","last_updated":"2026-08-03T13:57:33Z","snapshot_observed_at":"2026-08-09T02:27:01.675199Z","submitted_at":"2026-02-01T17:32:04Z","title":"A clinically validated framework for auditing AI chatbot behavior in mental health interactions","version":3},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-08-04T06:18:32.784730Z"},"links":{"citing_paper":"/paper/2602.01347"},"observation_digest":"sha256:bb688fa93f9be9ed5ce38f6baf908933b310a0d2063d1212fd173ba07d97fa5c","observation_id":"3c10ce84-eba4-4729-a33c-5a76c8d1c935","resolution":{"observed_at":"2026-08-04T06:18:32.784730Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2510.15297","last_updated":"2026-05-13T10:08:20Z","snapshot_observed_at":"2026-08-09T09:48:30.591473Z","submitted_at":"2025-10-17T04:07:29Z","title":"VERA-MH Concept Paper","version":4},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2510.15297","snapshot_observed_at":"2026-08-04T06:18:32.981835Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2602.01347","last_updated":"2026-08-03T13:57:33Z","snapshot_observed_at":"2026-08-09T02:27:01.675199Z","submitted_at":"2026-02-01T17:32:04Z","title":"A clinically validated framework for auditing AI chatbot behavior in mental health interactions","version":3},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-08-04T06:18:32.981835Z"},"links":{"cited_paper":"/paper/2510.15297","citing_paper":"/paper/2602.01347"},"observation_digest":"sha256:e06690a4428f811d80476d5fd1a6cafe92cf6ec54ea0d49fd3ad4893c4dbc6ff","observation_id":"737e68fa-6453-4a18-a8f7-b9d1514fe6c6","resolution":{"observed_at":"2026-08-04T06:18:32.981835Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2509.24857","last_updated":"2026-04-08T12:00:54Z","snapshot_observed_at":"2026-07-06T22:31:05.409865Z","submitted_at":"2025-09-29T14:42:23Z","title":"Between Help and Harm: An Evaluation of Mental Health Crisis Handling by LLMs","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2509.24857","snapshot_observed_at":"2026-08-04T06:18:33.175584Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2602.01347","last_updated":"2026-08-03T13:57:33Z","snapshot_observed_at":"2026-08-09T02:27:01.675199Z","submitted_at":"2026-02-01T17:32:04Z","title":"A clinically validated framework for auditing AI chatbot behavior in mental health interactions","version":3},"reference_index":25,"source":"pdf_text","source_observed_at":"2026-08-04T06:18:33.175584Z"},"links":{"cited_paper":"/paper/2509.24857","citing_paper":"/paper/2602.01347"},"observation_digest":"sha256:de56d33f7443b6beddb9d6b09e0b3c72ec29f5bcd4be9ec36da8e72d8bf80217","observation_id":"6ef9898e-35c2-434b-ab01-90b2e012b840","resolution":{"observed_at":"2026-08-04T06:18:33.175584Z","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":"2026-08-04T06:18:33.242381Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2602.01347","last_updated":"2026-08-03T13:57:33Z","snapshot_observed_at":"2026-08-09T02:27:01.675199Z","submitted_at":"2026-02-01T17:32:04Z","title":"A clinically validated framework for auditing AI chatbot behavior in mental health interactions","version":3},"reference_index":26,"source":"pdf_text","source_observed_at":"2026-08-04T06:18:33.242381Z"},"links":{"citing_paper":"/paper/2602.01347"},"observation_digest":"sha256:29758f613f1ce92503714c857bd6270b058e614709db57d0ee4e558bbd2c0a7b","observation_id":"11f3544d-c942-48fc-8a5b-b1d84ec7e563","resolution":{"observed_at":"2026-08-04T06:18:33.242381Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2506.08584","last_updated":"2026-05-14T11:55:19Z","snapshot_observed_at":"2026-08-01T23:10:42.958446Z","submitted_at":"2025-06-10T08:53:06Z","title":"CounselBench: A Large-Scale Expert Evaluation and Adversarial Benchmarking of Large Language Models in Mental Health Question Answering","version":4},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2506.08584","snapshot_observed_at":"2026-08-04T06:18:33.311134Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2602.01347","last_updated":"2026-08-03T13:57:33Z","snapshot_observed_at":"2026-08-09T02:27:01.675199Z","submitted_at":"2026-02-01T17:32:04Z","title":"A clinically validated framework for auditing AI chatbot behavior in mental health interactions","version":3},"reference_index":27,"source":"pdf_text","source_observed_at":"2026-08-04T06:18:33.311134Z"},"links":{"cited_paper":"/paper/2506.08584","citing_paper":"/paper/2602.01347"},"observation_digest":"sha256:cfbd9548e6be42715af2acdaebfebc9cc96d51afcfaf1f11191ea9443d2fe7f2","observation_id":"ff3b25de-f12d-4a69-a54d-65a2f78c57f9","resolution":{"observed_at":"2026-08-04T06:18:33.311134Z","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":"2026-08-04T06:18:33.444881Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2602.01347","last_updated":"2026-08-03T13:57:33Z","snapshot_observed_at":"2026-08-09T02:27:01.675199Z","submitted_at":"2026-02-01T17:32:04Z","title":"A clinically validated framework for auditing AI chatbot behavior in mental health interactions","version":3},"reference_index":28,"source":"pdf_text","source_observed_at":"2026-08-04T06:18:33.444881Z"},"links":{"citing_paper":"/paper/2602.01347"},"observation_digest":"sha256:6ef0d96ac75e6151db601dfbbe971d6ca047ff73f5cc497ec1b684c7af94d2c5","observation_id":"ec864041-279a-44bf-9bae-56fba6f2019d","resolution":{"observed_at":"2026-08-04T06:18:33.444881Z","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":"2026-08-04T06:18:33.533758Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2602.01347","last_updated":"2026-08-03T13:57:33Z","snapshot_observed_at":"2026-08-09T02:27:01.675199Z","submitted_at":"2026-02-01T17:32:04Z","title":"A clinically validated framework for auditing AI chatbot behavior in mental health interactions","version":3},"reference_index":29,"source":"pdf_text","source_observed_at":"2026-08-04T06:18:33.533758Z"},"links":{"citing_paper":"/paper/2602.01347"},"observation_digest":"sha256:39a23b833abf9522370bf017b03cad485cbdad25c7c93cc20c0a41791332c311","observation_id":"55441ac3-4882-4c04-8c78-8f2ff01ef34c","resolution":{"observed_at":"2026-08-04T06:18:33.533758Z","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":"2026-08-04T06:18:33.632088Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2602.01347","last_updated":"2026-08-03T13:57:33Z","snapshot_observed_at":"2026-08-09T02:27:01.675199Z","submitted_at":"2026-02-01T17:32:04Z","title":"A clinically validated framework for auditing AI chatbot behavior in mental health interactions","version":3},"reference_index":30,"source":"pdf_text","source_observed_at":"2026-08-04T06:18:33.632088Z"},"links":{"citing_paper":"/paper/2602.01347"},"observation_digest":"sha256:9afefaa36c1845c85a1442e3c38b54c734c48758b04382c228a903e9c9ec54a6","observation_id":"29e78ec6-1d22-4504-9ce4-8d73a7ddc0d6","resolution":{"observed_at":"2026-08-04T06:18:33.632088Z","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":"2026-08-04T06:18:33.725820Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2602.01347","last_updated":"2026-08-03T13:57:33Z","snapshot_observed_at":"2026-08-09T02:27:01.675199Z","submitted_at":"2026-02-01T17:32:04Z","title":"A clinically validated framework for auditing AI chatbot behavior in mental health interactions","version":3},"reference_index":31,"source":"pdf_text","source_observed_at":"2026-08-04T06:18:33.725820Z"},"links":{"citing_paper":"/paper/2602.01347"},"observation_digest":"sha256:0f2a8dae490ca2a170bb17133f6907eacc562b5254bd4b91d34c3ee4a9056cc3","observation_id":"b64418c2-b345-4882-914c-e2b70fffa1bc","resolution":{"observed_at":"2026-08-04T06:18:33.725820Z","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":"2026-08-04T06:18:33.846691Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2602.01347","last_updated":"2026-08-03T13:57:33Z","snapshot_observed_at":"2026-08-09T02:27:01.675199Z","submitted_at":"2026-02-01T17:32:04Z","title":"A clinically validated framework for auditing AI chatbot behavior in mental health interactions","version":3},"reference_index":32,"source":"pdf_text","source_observed_at":"2026-08-04T06:18:33.846691Z"},"links":{"citing_paper":"/paper/2602.01347"},"observation_digest":"sha256:0a399e4ceae472f6c46e0ce1f443f483bce23cee7152f3c43cfda2ab6766f5c6","observation_id":"26b8eb52-a41e-43cb-8df7-302dbe7d10e9","resolution":{"observed_at":"2026-08-04T06:18:33.846691Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2504.09689","last_updated":"2025-04-29T22:29:52Z","snapshot_observed_at":"2026-08-07T16:06:06.954752Z","submitted_at":"2025-04-13T18:47:22Z","title":"EmoAgent: Assessing and Safeguarding Human-AI Interaction for Mental Health Safety","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2504.09689","snapshot_observed_at":"2026-08-04T06:18:34.004145Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2602.01347","last_updated":"2026-08-03T13:57:33Z","snapshot_observed_at":"2026-08-09T02:27:01.675199Z","submitted_at":"2026-02-01T17:32:04Z","title":"A clinically validated framework for auditing AI chatbot behavior in mental health interactions","version":3},"reference_index":33,"source":"pdf_text","source_observed_at":"2026-08-04T06:18:34.004145Z"},"links":{"cited_paper":"/paper/2504.09689","citing_paper":"/paper/2602.01347"},"observation_digest":"sha256:55140fdf3da1c8060c12d7c34fe2e5b6745a7af8cab44c70e184ae49e99683c8","observation_id":"65a2f54d-5ff7-4517-be57-15270ee20650","resolution":{"observed_at":"2026-08-04T06:18:34.004145Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2405.16433","last_updated":"2024-06-10T11:43:48Z","snapshot_observed_at":"2026-08-04T10:51:49.437206Z","submitted_at":"2024-05-26T05:18:00Z","title":"CPsyCoun: A Report-based Multi-turn Dialogue Reconstruction and Evaluation Framework for Chinese Psychological Counseling","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2405.16433","snapshot_observed_at":"2026-08-04T06:18:34.148387Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2602.01347","last_updated":"2026-08-03T13:57:33Z","snapshot_observed_at":"2026-08-09T02:27:01.675199Z","submitted_at":"2026-02-01T17:32:04Z","title":"A clinically validated framework for auditing AI chatbot behavior in mental health interactions","version":3},"reference_index":34,"source":"pdf_text","source_observed_at":"2026-08-04T06:18:34.148387Z"},"links":{"cited_paper":"/paper/2405.16433","citing_paper":"/paper/2602.01347"},"observation_digest":"sha256:311ff409e6c112af9a044a4995848df1a73046554e6628d19e3b0874987e5ba2","observation_id":"75148012-22b8-42d4-a05e-82b30164adb8","resolution":{"observed_at":"2026-08-04T06:18:34.148387Z","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":"2026-08-04T06:18:34.281125Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2602.01347","last_updated":"2026-08-03T13:57:33Z","snapshot_observed_at":"2026-08-09T02:27:01.675199Z","submitted_at":"2026-02-01T17:32:04Z","title":"A clinically validated framework for auditing AI chatbot behavior in mental health interactions","version":3},"reference_index":35,"source":"pdf_text","source_observed_at":"2026-08-04T06:18:34.281125Z"},"links":{"citing_paper":"/paper/2602.01347"},"observation_digest":"sha256:64ae84d8b19853e6c783f828428affc480cbe9adcf449a085ecb498119cc2310","observation_id":"2b9fe851-a68b-4f96-97d5-9b96ad6ced3d","resolution":{"observed_at":"2026-08-04T06:18:34.281125Z","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":"2026-08-04T06:18:34.392756Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2602.01347","last_updated":"2026-08-03T13:57:33Z","snapshot_observed_at":"2026-08-09T02:27:01.675199Z","submitted_at":"2026-02-01T17:32:04Z","title":"A clinically validated framework for auditing AI chatbot behavior in mental health interactions","version":3},"reference_index":36,"source":"pdf_text","source_observed_at":"2026-08-04T06:18:34.392756Z"},"links":{"citing_paper":"/paper/2602.01347"},"observation_digest":"sha256:30a26b43f1a6cbe51938bbd8c29a2fe46c5cb147922b556b3af5a4dc2911e5df","observation_id":"05887391-d557-459a-a61b-28e36990f68d","resolution":{"observed_at":"2026-08-04T06:18:34.392756Z","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":"2026-08-04T06:18:34.528526Z","title":null,"venue":null,"work_id":null,"year":2026},"citing_paper":{"arxiv_id":"2602.01347","last_updated":"2026-08-03T13:57:33Z","snapshot_observed_at":"2026-08-09T02:27:01.675199Z","submitted_at":"2026-02-01T17:32:04Z","title":"A clinically validated framework for auditing AI chatbot behavior in mental health interactions","version":3},"reference_index":37,"source":"pdf_text","source_observed_at":"2026-08-04T06:18:34.528526Z"},"links":{"citing_paper":"/paper/2602.01347"},"observation_digest":"sha256:885328e44c77ce0b04849399923e3f968fc7f5a48eff73a2b536128fd62ae2cd","observation_id":"d7c0ed43-d39e-4266-8f3e-8bc01e124235","resolution":{"observed_at":"2026-08-04T06:18:34.528526Z","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":"2026-08-04T06:18:34.670351Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2602.01347","last_updated":"2026-08-03T13:57:33Z","snapshot_observed_at":"2026-08-09T02:27:01.675199Z","submitted_at":"2026-02-01T17:32:04Z","title":"A clinically validated framework for auditing AI chatbot behavior in mental health interactions","version":3},"reference_index":38,"source":"pdf_text","source_observed_at":"2026-08-04T06:18:34.670351Z"},"links":{"citing_paper":"/paper/2602.01347"},"observation_digest":"sha256:61ed94a06d9ba06d6cd276815d5429e124dde59b1c59822248896b5d5069d138","observation_id":"c197d7a5-3037-42c6-9d50-470c5935e955","resolution":{"observed_at":"2026-08-04T06:18:34.670351Z","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":"2026-08-04T06:18:34.803203Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2602.01347","last_updated":"2026-08-03T13:57:33Z","snapshot_observed_at":"2026-08-09T02:27:01.675199Z","submitted_at":"2026-02-01T17:32:04Z","title":"A clinically validated framework for auditing AI chatbot behavior in mental health interactions","version":3},"reference_index":39,"source":"pdf_text","source_observed_at":"2026-08-04T06:18:34.803203Z"},"links":{"citing_paper":"/paper/2602.01347"},"observation_digest":"sha256:99b2915a0a37ce0f78c146fdf47d2fa4138ee087cec29a994bce21c468ad32bc","observation_id":"a2006f44-d1bd-464b-8f0d-17c06766fbbe","resolution":{"observed_at":"2026-08-04T06:18:34.803203Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2402.16822","last_updated":"2024-12-11T18:07:25Z","snapshot_observed_at":"2026-08-08T15:50:09.401813Z","submitted_at":"2024-02-26T18:47:27Z","title":"Rainbow Teaming: Open-Ended Generation of Diverse Adversarial Prompts","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2402.16822","snapshot_observed_at":"2026-08-04T06:18:34.918499Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2602.01347","last_updated":"2026-08-03T13:57:33Z","snapshot_observed_at":"2026-08-09T02:27:01.675199Z","submitted_at":"2026-02-01T17:32:04Z","title":"A clinically validated framework for auditing AI chatbot behavior in mental health interactions","version":3},"reference_index":40,"source":"pdf_text","source_observed_at":"2026-08-04T06:18:34.918499Z"},"links":{"cited_paper":"/paper/2402.16822","citing_paper":"/paper/2602.01347"},"observation_digest":"sha256:3466119ec6460462e0cc3517b759288a09c252392e02dcceea5f7f4df7e00ccc","observation_id":"68ee0ac2-877e-4913-913b-d5cacc2c8828","resolution":{"observed_at":"2026-08-04T06:18:34.918499Z","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":"2026-08-04T06:18:35.049849Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2602.01347","last_updated":"2026-08-03T13:57:33Z","snapshot_observed_at":"2026-08-09T02:27:01.675199Z","submitted_at":"2026-02-01T17:32:04Z","title":"A clinically validated framework for auditing AI chatbot behavior in mental health interactions","version":3},"reference_index":41,"source":"pdf_text","source_observed_at":"2026-08-04T06:18:35.049849Z"},"links":{"citing_paper":"/paper/2602.01347"},"observation_digest":"sha256:94cc2a0080f1ddca20c66f70d46f75bf9086908910c0bd9d21609244ec0461df","observation_id":"c27479b7-1f34-447c-a1cf-cf9767f027e5","resolution":{"observed_at":"2026-08-04T06:18:35.049849Z","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":"2026-08-04T06:18:35.233170Z","title":null,"venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2602.01347","last_updated":"2026-08-03T13:57:33Z","snapshot_observed_at":"2026-08-09T02:27:01.675199Z","submitted_at":"2026-02-01T17:32:04Z","title":"A clinically validated framework for auditing AI chatbot behavior in mental health interactions","version":3},"reference_index":42,"source":"pdf_text","source_observed_at":"2026-08-04T06:18:35.233170Z"},"links":{"citing_paper":"/paper/2602.01347"},"observation_digest":"sha256:8865297c189f1bfa83f2a4f518ee2222b09f57ea42bb1b108a01c1be3a9fd4a0","observation_id":"c13f46ac-3061-475c-9f6c-73d5efedbd61","resolution":{"observed_at":"2026-08-04T06:18:35.233170Z","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":"2026-08-04T06:18:35.376840Z","title":null,"venue":null,"work_id":null,"year":2008},"citing_paper":{"arxiv_id":"2602.01347","last_updated":"2026-08-03T13:57:33Z","snapshot_observed_at":"2026-08-09T02:27:01.675199Z","submitted_at":"2026-02-01T17:32:04Z","title":"A clinically validated framework for auditing AI chatbot behavior in mental health interactions","version":3},"reference_index":43,"source":"pdf_text","source_observed_at":"2026-08-04T06:18:35.376840Z"},"links":{"citing_paper":"/paper/2602.01347"},"observation_digest":"sha256:1c8a4d8df2b34ad24fe55fe42889438e083bb869c28264ad1147a822cffc51fd","observation_id":"211179b0-2ae4-47f0-84f9-278d51122d74","resolution":{"observed_at":"2026-08-04T06:18:35.376840Z","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":"2026-08-04T06:18:35.507805Z","title":null,"venue":null,"work_id":null,"year":2001},"citing_paper":{"arxiv_id":"2602.01347","last_updated":"2026-08-03T13:57:33Z","snapshot_observed_at":"2026-08-09T02:27:01.675199Z","submitted_at":"2026-02-01T17:32:04Z","title":"A clinically validated framework for auditing AI chatbot behavior in mental health interactions","version":3},"reference_index":44,"source":"pdf_text","source_observed_at":"2026-08-04T06:18:35.507805Z"},"links":{"citing_paper":"/paper/2602.01347"},"observation_digest":"sha256:4f46bd310f75f976cb9a330a3879529bdbca3f95992f84f3e0734f6f07eb935f","observation_id":"a3e89a78-e2e9-4e04-85d6-bc981c87a79e","resolution":{"observed_at":"2026-08-04T06:18:35.507805Z","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":"2026-08-04T06:18:35.654566Z","title":null,"venue":null,"work_id":null,"year":1999},"citing_paper":{"arxiv_id":"2602.01347","last_updated":"2026-08-03T13:57:33Z","snapshot_observed_at":"2026-08-09T02:27:01.675199Z","submitted_at":"2026-02-01T17:32:04Z","title":"A clinically validated framework for auditing AI chatbot behavior in mental health interactions","version":3},"reference_index":45,"source":"pdf_text","source_observed_at":"2026-08-04T06:18:35.654566Z"},"links":{"citing_paper":"/paper/2602.01347"},"observation_digest":"sha256:6545121ac6c8c7944706cb771fed7eed57816fee796a11913f02bc2349e10251","observation_id":"0b22d90d-a721-4aee-8ced-d5ac475fdea6","resolution":{"observed_at":"2026-08-04T06:18:35.654566Z","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":"2026-08-04T06:18:35.781078Z","title":null,"venue":null,"work_id":null,"year":2005},"citing_paper":{"arxiv_id":"2602.01347","last_updated":"2026-08-03T13:57:33Z","snapshot_observed_at":"2026-08-09T02:27:01.675199Z","submitted_at":"2026-02-01T17:32:04Z","title":"A clinically validated framework for auditing AI chatbot behavior in mental health interactions","version":3},"reference_index":46,"source":"pdf_text","source_observed_at":"2026-08-04T06:18:35.781078Z"},"links":{"citing_paper":"/paper/2602.01347"},"observation_digest":"sha256:df8e2c5f145d596c32ddabe1e5cbcb4f2270fef81e656b4b37feaa942f32a80e","observation_id":"49855ea0-2710-4f1a-8a3b-8509e835cfca","resolution":{"observed_at":"2026-08-04T06:18:35.781078Z","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":"2026-08-04T06:18:35.881894Z","title":null,"venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2602.01347","last_updated":"2026-08-03T13:57:33Z","snapshot_observed_at":"2026-08-09T02:27:01.675199Z","submitted_at":"2026-02-01T17:32:04Z","title":"A clinically validated framework for auditing AI chatbot behavior in mental health interactions","version":3},"reference_index":47,"source":"pdf_text","source_observed_at":"2026-08-04T06:18:35.881894Z"},"links":{"citing_paper":"/paper/2602.01347"},"observation_digest":"sha256:105431e2ac5549467d83c699ceb62165190d02831da70beda82af17d8eafd75c","observation_id":"ab8cd748-61fe-4f73-a8c7-381fca44ed0d","resolution":{"observed_at":"2026-08-04T06:18:35.881894Z","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":"2026-08-04T06:18:36.056701Z","title":null,"venue":null,"work_id":null,"year":2004},"citing_paper":{"arxiv_id":"2602.01347","last_updated":"2026-08-03T13:57:33Z","snapshot_observed_at":"2026-08-09T02:27:01.675199Z","submitted_at":"2026-02-01T17:32:04Z","title":"A clinically validated framework for auditing AI chatbot behavior in mental health interactions","version":3},"reference_index":48,"source":"pdf_text","source_observed_at":"2026-08-04T06:18:36.056701Z"},"links":{"citing_paper":"/paper/2602.01347"},"observation_digest":"sha256:7fa16abe898f0f27325a724a95b86b34e1cc31ff60ad99810cb9c7163ce3cacc","observation_id":"46f79513-fba0-4c70-812e-63ce8b4ce3d5","resolution":{"observed_at":"2026-08-04T06:18:36.056701Z","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":"2026-08-04T06:18:36.153443Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2602.01347","last_updated":"2026-08-03T13:57:33Z","snapshot_observed_at":"2026-08-09T02:27:01.675199Z","submitted_at":"2026-02-01T17:32:04Z","title":"A clinically validated framework for auditing AI chatbot behavior in mental health interactions","version":3},"reference_index":49,"source":"pdf_text","source_observed_at":"2026-08-04T06:18:36.153443Z"},"links":{"citing_paper":"/paper/2602.01347"},"observation_digest":"sha256:6a578d9930fbe8b4d93b8403c8d4307fd34bf59a33e7e26958cb7a4217ab7b38","observation_id":"585f6afd-fd43-4114-ad10-4315eda55acb","resolution":{"observed_at":"2026-08-04T06:18:36.153443Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2411.10109","last_updated":"2026-06-28T22:37:51Z","snapshot_observed_at":"2026-07-06T19:50:52.652955Z","submitted_at":"2024-11-15T11:14:34Z","title":"LLM Agents Grounded in Self-Reports Enable General-Purpose Simulation of Individuals","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2411.10109","snapshot_observed_at":"2026-08-04T06:18:36.294921Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2602.01347","last_updated":"2026-08-03T13:57:33Z","snapshot_observed_at":"2026-08-09T02:27:01.675199Z","submitted_at":"2026-02-01T17:32:04Z","title":"A clinically validated framework for auditing AI chatbot behavior in mental health interactions","version":3},"reference_index":50,"source":"pdf_text","source_observed_at":"2026-08-04T06:18:36.294921Z"},"links":{"cited_paper":"/paper/2411.10109","citing_paper":"/paper/2602.01347"},"observation_digest":"sha256:460d48598f0abec6de5430f03dbfec1571a3eb7dcea98972bc9465dd9eaaff0f","observation_id":"dc705c87-6f79-41c0-83e0-0e11817f9c46","resolution":{"observed_at":"2026-08-04T06:18:36.294921Z","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":"2026-08-04T06:18:36.405139Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2602.01347","last_updated":"2026-08-03T13:57:33Z","snapshot_observed_at":"2026-08-09T02:27:01.675199Z","submitted_at":"2026-02-01T17:32:04Z","title":"A clinically validated framework for auditing AI chatbot behavior in mental health interactions","version":3},"reference_index":51,"source":"pdf_text","source_observed_at":"2026-08-04T06:18:36.405139Z"},"links":{"citing_paper":"/paper/2602.01347"},"observation_digest":"sha256:d9641b09095ce1b686f25edc0c8ca82600f17ba3fe0c6f23d62bd6dfe54c40fc","observation_id":"7142deb1-a890-4e22-b266-3e35c59779f3","resolution":{"observed_at":"2026-08-04T06:18:36.405139Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2602.05088","last_updated":"2026-07-07T19:40:51Z","snapshot_observed_at":"2026-08-09T14:06:15.094455Z","submitted_at":"2026-02-04T22:17:04Z","title":"AI Chatbot Suicide Risk Detection and Response: Human Validation Study of the Open-Source VERA-MH Safety Evaluation","version":4},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2602.05088","snapshot_observed_at":"2026-08-04T06:18:36.467874Z","title":null,"venue":null,"work_id":null,"year":2026},"citing_paper":{"arxiv_id":"2602.01347","last_updated":"2026-08-03T13:57:33Z","snapshot_observed_at":"2026-08-09T02:27:01.675199Z","submitted_at":"2026-02-01T17:32:04Z","title":"A clinically validated framework for auditing AI chatbot behavior in mental health interactions","version":3},"reference_index":52,"source":"pdf_text","source_observed_at":"2026-08-04T06:18:36.467874Z"},"links":{"cited_paper":"/paper/2602.05088","citing_paper":"/paper/2602.01347"},"observation_digest":"sha256:d2ca393da50022a477800c0395cd7311728cfa006243bf1e32061371ff773d75","observation_id":"3d0b1c51-7640-47ed-8ebb-1edfdbcef0ca","resolution":{"observed_at":"2026-08-04T06:18:36.467874Z","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":"2026-08-04T06:18:36.623953Z","title":null,"venue":null,"work_id":null,"year":2026},"citing_paper":{"arxiv_id":"2602.01347","last_updated":"2026-08-03T13:57:33Z","snapshot_observed_at":"2026-08-09T02:27:01.675199Z","submitted_at":"2026-02-01T17:32:04Z","title":"A clinically validated framework for auditing AI chatbot behavior in mental health interactions","version":3},"reference_index":53,"source":"pdf_text","source_observed_at":"2026-08-04T06:18:36.623953Z"},"links":{"citing_paper":"/paper/2602.01347"},"observation_digest":"sha256:f14b1e8052f45a9559c622010eb6e86c42c20e9897a6e2d086bf81bbde48959a","observation_id":"0ef5e1df-b6ea-4e10-aba3-48ff67f61755","resolution":{"observed_at":"2026-08-04T06:18:36.623953Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2301.10297","last_updated":"2023-01-24T20:34:37Z","snapshot_observed_at":"2026-07-06T14:44:20.339092Z","submitted_at":"2023-01-24T20:34:37Z","title":"Large language models can segment narrative events similarly to humans","version":1},"cited_work":{"arxiv_id":"2301.10297","doi":"10.48550/arxiv.2301.10297","metadata_source":"pith","pith_arxiv_id":"2301.10297","snapshot_observed_at":"2026-08-05T02:49:54.815029Z","title":"Large language models can segment narrative events similarly to humans","venue":"cs.CL","work_id":"3e32fd9c-506f-4f8e-b7fe-c334edbc6a4d","year":2023},"citing_paper":{"arxiv_id":"2602.01347","last_updated":"2026-08-03T13:57:33Z","snapshot_observed_at":"2026-08-09T02:27:01.675199Z","submitted_at":"2026-02-01T17:32:04Z","title":"A clinically validated framework for auditing AI chatbot behavior in mental health interactions","version":3},"reference_index":54,"source":"pdf_text","source_observed_at":"2026-08-04T06:18:36.775627Z"},"links":{"cited_paper":"/paper/2301.10297","citing_paper":"/paper/2602.01347"},"observation_digest":"sha256:94a511dbdbca45d718a36ffdaada15451712d47f14ee8d6c2cba8624759d211b","observation_id":"943abad7-71be-4572-93b8-08fa95aa28ea","resolution":{"observed_at":"2026-08-04T06:24:08.542830Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2306.05685","last_updated":"2023-12-24T02:01:34Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2023-06-09T05:55:52Z","title":"Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena","version":4},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2306.05685","snapshot_observed_at":"2026-08-04T06:18:36.946972Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2602.01347","last_updated":"2026-08-03T13:57:33Z","snapshot_observed_at":"2026-08-09T02:27:01.675199Z","submitted_at":"2026-02-01T17:32:04Z","title":"A clinically validated framework for auditing AI chatbot behavior in mental health interactions","version":3},"reference_index":55,"source":"pdf_text","source_observed_at":"2026-08-04T06:18:36.946972Z"},"links":{"cited_paper":"/paper/2306.05685","citing_paper":"/paper/2602.01347"},"observation_digest":"sha256:98b86729ca7a91da312352652f6c6164cbf8bdba0cc4bbe9c2758efee308fd49","observation_id":"b482c4bc-182e-4f88-ac1d-f7eb0691517b","resolution":{"observed_at":"2026-08-04T06:18:36.946972Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2502.19731","last_updated":"2026-04-13T17:41:31Z","snapshot_observed_at":"2026-07-06T20:43:27.023548Z","submitted_at":"2025-02-27T03:50:25Z","title":"Preference Learning Unlocks LLMs' Psycho-Counseling Skills","version":2},"cited_work":{"arxiv_id":"2502.19731","doi":"10.48550/arxiv.2502.19731","metadata_source":"pith","pith_arxiv_id":"2502.19731","snapshot_observed_at":"2026-08-05T02:49:54.815029Z","title":"Preference Learning Unlocks LLMs' Psycho-Counseling Skills","venue":"cs.CL","work_id":"e79220f8-1abd-4915-9b50-6eb8d8352f34","year":2025},"citing_paper":{"arxiv_id":"2602.01347","last_updated":"2026-08-03T13:57:33Z","snapshot_observed_at":"2026-08-09T02:27:01.675199Z","submitted_at":"2026-02-01T17:32:04Z","title":"A clinically validated framework for auditing AI chatbot behavior in mental health interactions","version":3},"reference_index":56,"source":"pdf_text","source_observed_at":"2026-08-04T06:18:37.097676Z"},"links":{"cited_paper":"/paper/2502.19731","citing_paper":"/paper/2602.01347"},"observation_digest":"sha256:8cfef2e3e48730b46a1c46344cf3f5244d0560ff7406a012eb1a4d7035b11dfb","observation_id":"cbe1f9fb-0064-43c8-a9c9-cda0b85e7488","resolution":{"observed_at":"2026-08-04T06:24:08.371059Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-04T06:18:37.153402Z","title":"Inspect AI: Framework for Large Language Model Evaluations","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2602.01347","last_updated":"2026-08-03T13:57:33Z","snapshot_observed_at":"2026-08-09T02:27:01.675199Z","submitted_at":"2026-02-01T17:32:04Z","title":"A clinically validated framework for auditing AI chatbot behavior in mental health interactions","version":3},"reference_index":57,"source":"pdf_text","source_observed_at":"2026-08-04T06:18:37.153402Z"},"links":{"citing_paper":"/paper/2602.01347"},"observation_digest":"sha256:2654268c07a75ddbc29780d605988cc19e8de8cd304459ddf97ea86d9c04d2a6","observation_id":"33624d43-0ad1-476a-b716-570e6c7261f5","resolution":{"observed_at":"2026-08-04T06:18:37.153402Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"paper":{"arxiv_id":"2602.01347","last_updated":"2026-08-03T13:57:33Z","latest_version":3,"primary_category":"q-bio.NC","snapshot_observed_at":"2026-08-09T02:27:01.675199Z","submitted_at":"2026-02-01T17:32:04Z","title":"A clinically validated framework for auditing AI chatbot behavior in mental health interactions"},"reference_resolution":{"displayed":57,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":53,"verified_exact":4,"verified_fuzzy":0},"total_outbound_references":57},"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":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"thesis":"As of 9 August 2026, this Paper Citation Record lists 57 of 57 outbound references and 5 inbound Pith citation observations for arXiv:2602.01347."}