{"as_of":"2026-08-15T09:41:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:4aba38a53f2b16710e0529ad22936ea6438caece556c478dfeaffdfe02ce7dfd","coverage":[{"denominator":32,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":32,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-11T14:51:30.919041Z","state":"measured"},{"denominator":32,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":32,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-15T06:32:42.880941+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/2412.11557/citation-record","integrity":"/paper/2412.11557/integrity","json":"/paper/2412.11557/citation-record.json","paper":"/paper/2412.11557"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T14:51:31.578850Z","title":"Journal of medical Internet research, 2016","venue":null,"work_id":"d4816120-cea2-4cf8-902c-d49bd1276ce4","year":2016},"citing_paper":{"arxiv_id":"2412.11557","last_updated":"2024-12-16T08:42:43Z","snapshot_observed_at":"2026-08-11T14:46:30.557485Z","submitted_at":"2024-12-16T08:42:43Z","title":"Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-08-11T14:51:30.747055Z"},"links":{"citing_paper":"/paper/2412.11557"},"observation_digest":"sha256:98bbdc5c9abcb30c0d1cb1067f2be0b722ae1273469f197dc655ff8aa109413f","observation_id":"b1ab795b-d90b-4c77-85b2-7581147a93fa","resolution":{"observed_at":"2026-08-11T14:51:31.584682Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-11T14:51:31.562377Z","title":"Health and Technology, 2015","venue":null,"work_id":"2c7120e4-b0ed-476c-b836-275e4eaeb740","year":2015},"citing_paper":{"arxiv_id":"2412.11557","last_updated":"2024-12-16T08:42:43Z","snapshot_observed_at":"2026-08-11T14:46:30.557485Z","submitted_at":"2024-12-16T08:42:43Z","title":"Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-08-11T14:51:30.755437Z"},"links":{"citing_paper":"/paper/2412.11557"},"observation_digest":"sha256:869ba88939a9da0b1afd955c5096169653fabc66728cf6d2e400280872991101","observation_id":"cfe76ab7-c2a9-4f5c-81f5-496c10edfcaa","resolution":{"observed_at":"2026-08-11T14:51:31.567060Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-11T14:51:31.546427Z","title":"Automated Scoring of Clinical Patient Notes using Advanced NLP and Pseudo Labeling","venue":null,"work_id":"31821610-2c7d-48a1-b8c7-2d4609512793","year":2023},"citing_paper":{"arxiv_id":"2412.11557","last_updated":"2024-12-16T08:42:43Z","snapshot_observed_at":"2026-08-11T14:46:30.557485Z","submitted_at":"2024-12-16T08:42:43Z","title":"Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-08-11T14:51:30.760941Z"},"links":{"citing_paper":"/paper/2412.11557"},"observation_digest":"sha256:c0f47ff8fcb677f72224b69942d21aa710e3fad0163562294a9795772076154e","observation_id":"22b44954-c184-478b-aad3-804b27779847","resolution":{"observed_at":"2026-08-11T14:51:31.552063Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-11T14:51:31.527376Z","title":"Applied Sciences, 2024","venue":null,"work_id":"591fe984-8b79-464c-9b74-f60bef719a9c","year":2024},"citing_paper":{"arxiv_id":"2412.11557","last_updated":"2024-12-16T08:42:43Z","snapshot_observed_at":"2026-08-11T14:46:30.557485Z","submitted_at":"2024-12-16T08:42:43Z","title":"Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-11T14:51:30.767249Z"},"links":{"citing_paper":"/paper/2412.11557"},"observation_digest":"sha256:12f269e044d85d925dbdbb7e89abdf208ce80c34f395aca6350170757a44ea4c","observation_id":"7d290544-9e96-4bda-aa26-960eed31c177","resolution":{"observed_at":"2026-08-11T14:51:31.533739Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-11T14:51:31.510975Z","title":"Rendle, and R","venue":null,"work_id":"c5bf3bcc-5896-4705-957f-1ba6347a66fe","year":2021},"citing_paper":{"arxiv_id":"2412.11557","last_updated":"2024-12-16T08:42:43Z","snapshot_observed_at":"2026-08-11T14:46:30.557485Z","submitted_at":"2024-12-16T08:42:43Z","title":"Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-08-11T14:51:30.772597Z"},"links":{"citing_paper":"/paper/2412.11557"},"observation_digest":"sha256:c3fc09e0389b1f508357cb7631c3711a1bc11f834293f4a1fe3b2b36fb8e4bde","observation_id":"ded878b2-19c7-4136-a77c-c682622cb5be","resolution":{"observed_at":"2026-08-11T14:51:31.516040Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-11T14:51:31.494164Z","title":null,"venue":null,"work_id":"8562dd58-dac2-498a-b082-d39bed22b8c9","year":null},"citing_paper":{"arxiv_id":"2412.11557","last_updated":"2024-12-16T08:42:43Z","snapshot_observed_at":"2026-08-11T14:46:30.557485Z","submitted_at":"2024-12-16T08:42:43Z","title":"Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture","version":1},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-08-11T14:51:30.777737Z"},"links":{"citing_paper":"/paper/2412.11557"},"observation_digest":"sha256:21eb55cf724a22f46edac0a7d3947bcaeebe4a3f531ad48f8129fa6580cbd2bd","observation_id":"74a5b651-deda-4713-b6de-c73827d137bb","resolution":{"observed_at":"2026-08-11T14:51:31.499854Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"1301.2303","last_updated":"2013-01-10T16:25:59Z","snapshot_observed_at":"2026-08-15T00:33:06.637986Z","submitted_at":"2013-01-10T16:25:59Z","title":"Probabilistic Models for Unified Collaborative and Content-Based Recommendation in Sparse-Data Environments","version":1},"cited_work":{"arxiv_id":"1301.2303","doi":null,"metadata_source":"pith","pith_arxiv_id":"1301.2303","snapshot_observed_at":"2026-08-11T14:51:31.030543Z","title":"Probabilistic Models for Unified Collaborative and Content-Based Recommendation in Sparse-Data Environments","venue":"cs.IR","work_id":"99f708e0-3741-4f0d-8164-59e6e09cde55","year":2013},"citing_paper":{"arxiv_id":"2412.11557","last_updated":"2024-12-16T08:42:43Z","snapshot_observed_at":"2026-08-11T14:46:30.557485Z","submitted_at":"2024-12-16T08:42:43Z","title":"Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture","version":1},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-08-11T14:51:30.783041Z"},"links":{"cited_paper":"/paper/1301.2303","citing_paper":"/paper/2412.11557"},"observation_digest":"sha256:501088bd6f9ecda935faaf235c8cd21065d24e1050f14a8f35bef07e6e811850","observation_id":"d73dab45-6ed0-4a21-8d69-a651c66f854b","resolution":{"observed_at":"2026-08-11T14:51:31.037180Z","resolver_source":"local_arxiv","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-11T14:51:31.477009Z","title":null,"venue":null,"work_id":"9edb86e6-c54f-42c8-aa07-38426d9ab3a0","year":2024},"citing_paper":{"arxiv_id":"2412.11557","last_updated":"2024-12-16T08:42:43Z","snapshot_observed_at":"2026-08-11T14:46:30.557485Z","submitted_at":"2024-12-16T08:42:43Z","title":"Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-08-11T14:51:30.789123Z"},"links":{"citing_paper":"/paper/2412.11557"},"observation_digest":"sha256:f076459ef6d3c408d9a7885bcf9cba82a933712a6741cfea142a6cbe3779e0ec","observation_id":"ff9e327e-83a7-4e08-a3fa-81976aca27eb","resolution":{"observed_at":"2026-08-11T14:51:31.482532Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-11T14:51:31.461992Z","title":"Customer Segment Classification Prediction in the Australian Retail Based on Machine Learning Algorithms","venue":null,"work_id":"2eb651a0-fa26-48e2-bbc1-1e0b90637b0f","year":2023},"citing_paper":{"arxiv_id":"2412.11557","last_updated":"2024-12-16T08:42:43Z","snapshot_observed_at":"2026-08-11T14:46:30.557485Z","submitted_at":"2024-12-16T08:42:43Z","title":"Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture","version":1},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-08-11T14:51:30.794108Z"},"links":{"citing_paper":"/paper/2412.11557"},"observation_digest":"sha256:84c4be314a75fd14b614945f59ef055816705a479473a576a8433b706264ae6e","observation_id":"40668fa9-e472-4f9e-bfec-31cc7e8f896e","resolution":{"observed_at":"2026-08-11T14:51:31.466493Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-11T14:51:31.444890Z","title":null,"venue":null,"work_id":"2a49671f-bc6b-4820-ba03-e74cf5d02759","year":2024},"citing_paper":{"arxiv_id":"2412.11557","last_updated":"2024-12-16T08:42:43Z","snapshot_observed_at":"2026-08-11T14:46:30.557485Z","submitted_at":"2024-12-16T08:42:43Z","title":"Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture","version":1},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-08-11T14:51:30.798885Z"},"links":{"citing_paper":"/paper/2412.11557"},"observation_digest":"sha256:2dc5ac13e778656aa880fa9dd8c9abbe1c1a9806d3877dcfadca9a07ca138b8b","observation_id":"d9fed5f6-9f01-40cb-ac7a-c3e1946875a9","resolution":{"observed_at":"2026-08-11T14:51:31.449497Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-11T14:51:31.427708Z","title":null,"venue":null,"work_id":"55fb7b47-ff39-40a9-b6f1-1ea9b57da9ec","year":2014},"citing_paper":{"arxiv_id":"2412.11557","last_updated":"2024-12-16T08:42:43Z","snapshot_observed_at":"2026-08-11T14:46:30.557485Z","submitted_at":"2024-12-16T08:42:43Z","title":"Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture","version":1},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-08-11T14:51:30.803510Z"},"links":{"citing_paper":"/paper/2412.11557"},"observation_digest":"sha256:62438c2462add7c71879cc632e69bde6e2df5e856a304cc13108d977a8fcbbda","observation_id":"d3c56e0f-cef7-45b6-a59a-0374ac439315","resolution":{"observed_at":"2026-08-11T14:51:31.433061Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-11T14:51:31.410463Z","title":"Nature medicine, 2023","venue":null,"work_id":"90f9cca7-682a-48d5-827e-8f7db6fdfb5a","year":2023},"citing_paper":{"arxiv_id":"2412.11557","last_updated":"2024-12-16T08:42:43Z","snapshot_observed_at":"2026-08-11T14:46:30.557485Z","submitted_at":"2024-12-16T08:42:43Z","title":"Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-08-11T14:51:30.808829Z"},"links":{"citing_paper":"/paper/2412.11557"},"observation_digest":"sha256:722510967bb335c197d1849e9ccd88d272b94fca09ba45336d46d8cbfa19b377","observation_id":"21882a08-da0f-46a3-95a0-64a33d67d5d2","resolution":{"observed_at":"2026-08-11T14:51:31.415623Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-11T14:51:31.390804Z","title":"Hybrid Model Integration of LightGBM, DeepFM, and DIN for Enhanced Purchase Prediction on the Elo Dataset","venue":null,"work_id":"4a2dd128-3ec9-4aa4-be88-1f12de79dc9c","year":2024},"citing_paper":{"arxiv_id":"2412.11557","last_updated":"2024-12-16T08:42:43Z","snapshot_observed_at":"2026-08-11T14:46:30.557485Z","submitted_at":"2024-12-16T08:42:43Z","title":"Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-08-11T14:51:30.813668Z"},"links":{"citing_paper":"/paper/2412.11557"},"observation_digest":"sha256:2ac4ab05abe1bb28d25472957e604b95b23bb08ab22df8df55330f3e050aa776","observation_id":"098fb3ee-5c67-4300-8ec4-86fbd7564037","resolution":{"observed_at":"2026-08-11T14:51:31.396801Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-11T14:51:31.373499Z","title":"Applied Sciences, 2024","venue":null,"work_id":"af9d9143-ef4f-41ac-bd64-1ed6a455011b","year":2024},"citing_paper":{"arxiv_id":"2412.11557","last_updated":"2024-12-16T08:42:43Z","snapshot_observed_at":"2026-08-11T14:46:30.557485Z","submitted_at":"2024-12-16T08:42:43Z","title":"Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-08-11T14:51:30.817936Z"},"links":{"citing_paper":"/paper/2412.11557"},"observation_digest":"sha256:302b97d4133f5e933c678d20dec69bd7d22caf79414137bd046ba7be25f09588","observation_id":"0f445744-d4d7-4546-ace1-14315b4b7917","resolution":{"observed_at":"2026-08-11T14:51:31.378729Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-11T14:51:31.355003Z","title":"Konstan, and J","venue":null,"work_id":"d280047a-d1ac-4179-9c16-86f8a8afdbcc","year":2000},"citing_paper":{"arxiv_id":"2412.11557","last_updated":"2024-12-16T08:42:43Z","snapshot_observed_at":"2026-08-11T14:46:30.557485Z","submitted_at":"2024-12-16T08:42:43Z","title":"Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-08-11T14:51:30.822751Z"},"links":{"citing_paper":"/paper/2412.11557"},"observation_digest":"sha256:6c15ad2469701fe715435706a19ed9f064667976701db990c56d77158c60c100","observation_id":"c7da09f3-fd7a-46a6-b5ef-2f670dbb01e9","resolution":{"observed_at":"2026-08-11T14:51:31.360536Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-11T14:51:31.337224Z","title":"Zhou, and X","venue":null,"work_id":"853e510d-bad8-4b42-b80a-e7201513c3a7","year":2020},"citing_paper":{"arxiv_id":"2412.11557","last_updated":"2024-12-16T08:42:43Z","snapshot_observed_at":"2026-08-11T14:46:30.557485Z","submitted_at":"2024-12-16T08:42:43Z","title":"Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture","version":1},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-08-11T14:51:30.827954Z"},"links":{"citing_paper":"/paper/2412.11557"},"observation_digest":"sha256:9099a610b7120d092980a12a3d8c0a344d77025ada1164b21cdfb576c8528e0b","observation_id":"c08b3e13-b61e-4687-aa2e-6a080ea6fd3b","resolution":{"observed_at":"2026-08-11T14:51:31.342323Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-11T14:51:31.319237Z","title":"Scientific Reports, 2022","venue":null,"work_id":"65f58414-dfc3-433e-a3b6-7c462646c1c9","year":2022},"citing_paper":{"arxiv_id":"2412.11557","last_updated":"2024-12-16T08:42:43Z","snapshot_observed_at":"2026-08-11T14:46:30.557485Z","submitted_at":"2024-12-16T08:42:43Z","title":"Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture","version":1},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-08-11T14:51:30.839998Z"},"links":{"citing_paper":"/paper/2412.11557"},"observation_digest":"sha256:785fdf51134d021ee425106bda59a864844839d3bb1f224c52ff1078f4c7ac2f","observation_id":"a6698f13-856c-4b35-a354-5c50a50bc888","resolution":{"observed_at":"2026-08-11T14:51:31.324819Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-11T14:51:31.300867Z","title":null,"venue":null,"work_id":"c8e90198-aea8-4731-a2cf-b608bd67f091","year":2024},"citing_paper":{"arxiv_id":"2412.11557","last_updated":"2024-12-16T08:42:43Z","snapshot_observed_at":"2026-08-11T14:46:30.557485Z","submitted_at":"2024-12-16T08:42:43Z","title":"Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture","version":1},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-08-11T14:51:30.845151Z"},"links":{"citing_paper":"/paper/2412.11557"},"observation_digest":"sha256:c4c4d452cc21e92780541758698382b43fc68b9ef29c95e8a23f1846eb15fa6c","observation_id":"9e9201e6-f776-491f-a200-ca648e8a5d7f","resolution":{"observed_at":"2026-08-11T14:51:31.307205Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2012.12556","last_updated":"2023-07-10T13:54:04Z","snapshot_observed_at":"2026-08-05T14:26:27.363682Z","submitted_at":"2020-12-23T09:37:54Z","title":"A Survey on Visual Transformer","version":6},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2012.12556","snapshot_observed_at":"2026-08-11T14:51:30.850119Z","title":"arXiv preprint arXiv:2012.12556, 2020","venue":null,"work_id":null,"year":2012},"citing_paper":{"arxiv_id":"2412.11557","last_updated":"2024-12-16T08:42:43Z","snapshot_observed_at":"2026-08-11T14:46:30.557485Z","submitted_at":"2024-12-16T08:42:43Z","title":"Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture","version":1},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-08-11T14:51:30.850119Z"},"links":{"cited_paper":"/paper/2012.12556","citing_paper":"/paper/2412.11557"},"observation_digest":"sha256:cf3b8508cb6f977b5d4094c5828246aeda97abd01ef232acdaf6791cd7dbad0f","observation_id":"6e590aff-2b09-4a0c-b27f-31b513a957be","resolution":{"observed_at":"2026-08-11T14:51:30.850119Z","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":"2026-08-11T14:51:31.278184Z","title":"Ye, and R","venue":null,"work_id":"411fe019-3010-44d5-b9a7-e0e2dc7a7905","year":2024},"citing_paper":{"arxiv_id":"2412.11557","last_updated":"2024-12-16T08:42:43Z","snapshot_observed_at":"2026-08-11T14:46:30.557485Z","submitted_at":"2024-12-16T08:42:43Z","title":"Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture","version":1},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-08-11T14:51:30.855510Z"},"links":{"citing_paper":"/paper/2412.11557"},"observation_digest":"sha256:59bf5e8c173824bca2386faf4758b613ee88ed5ca4771384c8abe9e447b6bc38","observation_id":"068ba81c-aad1-44b2-b8e4-bdc13e228a3c","resolution":{"observed_at":"2026-08-11T14:51:31.286142Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-11T14:51:31.259406Z","title":"Neural Computation, 2020","venue":null,"work_id":"e2e3c899-8d66-418b-8f26-f2891b5c1b62","year":2020},"citing_paper":{"arxiv_id":"2412.11557","last_updated":"2024-12-16T08:42:43Z","snapshot_observed_at":"2026-08-11T14:46:30.557485Z","submitted_at":"2024-12-16T08:42:43Z","title":"Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture","version":1},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-08-11T14:51:30.860293Z"},"links":{"citing_paper":"/paper/2412.11557"},"observation_digest":"sha256:322b845eb298962e2759ae0d789849dfb82a5618e2063071e4b8036fbd10ac72","observation_id":"fa60a075-779b-4393-9b03-d2250489572a","resolution":{"observed_at":"2026-08-11T14:51:31.266044Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-11T14:51:31.233476Z","title":"Ensemble BERT: A student social network text sentiment classification model based on ensemble learning and BERT architecture","venue":null,"work_id":"b5741260-907c-4a5a-8549-7f40e7b16bd6","year":2024},"citing_paper":{"arxiv_id":"2412.11557","last_updated":"2024-12-16T08:42:43Z","snapshot_observed_at":"2026-08-11T14:46:30.557485Z","submitted_at":"2024-12-16T08:42:43Z","title":"Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture","version":1},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-08-11T14:51:30.865415Z"},"links":{"citing_paper":"/paper/2412.11557"},"observation_digest":"sha256:f028b8a419a6024003d9bb5fdf8b0636a1af2681a9e62814c9b680cdf68a1a9d","observation_id":"d4e85a33-fe90-40a5-bfdf-fccfa7b18792","resolution":{"observed_at":"2026-08-11T14:51:31.239412Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-11T14:51:31.216042Z","title":"Multimedia systems,","venue":null,"work_id":"1e1fe687-2526-4f4f-b464-4c9eeab7986c","year":null},"citing_paper":{"arxiv_id":"2412.11557","last_updated":"2024-12-16T08:42:43Z","snapshot_observed_at":"2026-08-11T14:46:30.557485Z","submitted_at":"2024-12-16T08:42:43Z","title":"Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture","version":1},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-08-11T14:51:30.870379Z"},"links":{"citing_paper":"/paper/2412.11557"},"observation_digest":"sha256:7715564e9928bfd4d2933ac02c9fd5e6ceba237295f7c64d93ff0bfa82db537f","observation_id":"d2942b1c-2e82-45ee-b144-889946a6b6c6","resolution":{"observed_at":"2026-08-11T14:51:31.221275Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-11T14:51:31.199247Z","title":"Advances in Neural Information Processing Systems, 2017","venue":null,"work_id":"9401b543-43b0-4234-afcb-275af9e5f301","year":2017},"citing_paper":{"arxiv_id":"2412.11557","last_updated":"2024-12-16T08:42:43Z","snapshot_observed_at":"2026-08-11T14:46:30.557485Z","submitted_at":"2024-12-16T08:42:43Z","title":"Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture","version":1},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-08-11T14:51:30.875389Z"},"links":{"citing_paper":"/paper/2412.11557"},"observation_digest":"sha256:c93ccda61c0c83c6404adff4477860a3335ecc6a056ec571c7f27507a3dc5125","observation_id":"c2c71644-9bb3-4cec-a757-1c6d1d01488f","resolution":{"observed_at":"2026-08-11T14:51:31.204656Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-11T14:51:31.177999Z","title":"Identifying Factors Influencing China Junior High Students' Cognitive Ability through Educational Data Mining: Utilizing LASSO, Random Forest, and XGBoost","venue":null,"work_id":"0577d972-9513-4f82-9a97-555f145d6a69","year":2023},"citing_paper":{"arxiv_id":"2412.11557","last_updated":"2024-12-16T08:42:43Z","snapshot_observed_at":"2026-08-11T14:46:30.557485Z","submitted_at":"2024-12-16T08:42:43Z","title":"Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture","version":1},"reference_index":25,"source":"pdf_text","source_observed_at":"2026-08-11T14:51:30.880215Z"},"links":{"citing_paper":"/paper/2412.11557"},"observation_digest":"sha256:b77bce338bf852a98c41f860cf2c0c2ee5fb7d045f4167b56e911b9593d27d45","observation_id":"70f1d282-9a41-473c-adb1-f3d6f6fcc407","resolution":{"observed_at":"2026-08-11T14:51:31.184934Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"1412.6980","last_updated":"2017-01-30T01:27:54Z","snapshot_observed_at":"2026-08-14T18:51:16.666127Z","submitted_at":"2014-12-22T13:54:29Z","title":"Adam: A Method for Stochastic Optimization","version":9},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1412.6980","snapshot_observed_at":"2026-08-11T14:51:30.884976Z","title":"arXiv preprint arXiv:1412.6980, 2014","venue":null,"work_id":null,"year":2014},"citing_paper":{"arxiv_id":"2412.11557","last_updated":"2024-12-16T08:42:43Z","snapshot_observed_at":"2026-08-11T14:46:30.557485Z","submitted_at":"2024-12-16T08:42:43Z","title":"Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture","version":1},"reference_index":26,"source":"pdf_text","source_observed_at":"2026-08-11T14:51:30.884976Z"},"links":{"cited_paper":"/paper/1412.6980","citing_paper":"/paper/2412.11557"},"observation_digest":"sha256:8aa9b3e618961a36a9bc6180766f54b31abf54669a86b9828747ed791a87fe86","observation_id":"09e124c1-d1e1-432b-9d87-e3769c73b46a","resolution":{"observed_at":"2026-08-11T14:51:30.884976Z","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":"2026-08-11T14:51:31.130129Z","title":"Tianfield, and V","venue":null,"work_id":"ad3e809d-5e96-422c-8a97-7ad352e98ed4","year":2023},"citing_paper":{"arxiv_id":"2412.11557","last_updated":"2024-12-16T08:42:43Z","snapshot_observed_at":"2026-08-11T14:46:30.557485Z","submitted_at":"2024-12-16T08:42:43Z","title":"Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture","version":1},"reference_index":27,"source":"pdf_text","source_observed_at":"2026-08-11T14:51:30.890301Z"},"links":{"citing_paper":"/paper/2412.11557"},"observation_digest":"sha256:1d07adcd61f23a33b3373f3e14b9bfcbecbd76a737f57368ca68f35c1c80ca59","observation_id":"9abc5b4f-169a-4d4b-a6ff-4e8c37570479","resolution":{"observed_at":"2026-08-11T14:51:31.138071Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-11T14:51:31.112586Z","title":null,"venue":null,"work_id":"1b135395-1e81-483b-bb92-df23745640c8","year":2020},"citing_paper":{"arxiv_id":"2412.11557","last_updated":"2024-12-16T08:42:43Z","snapshot_observed_at":"2026-08-11T14:46:30.557485Z","submitted_at":"2024-12-16T08:42:43Z","title":"Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture","version":1},"reference_index":28,"source":"pdf_text","source_observed_at":"2026-08-11T14:51:30.895985Z"},"links":{"citing_paper":"/paper/2412.11557"},"observation_digest":"sha256:b4a1bd7118538713a991e99102fa16566376273f145b0c2314eec0947c17d6b6","observation_id":"d37c4b6b-7cce-4b08-ade4-fb0cb0c7e051","resolution":{"observed_at":"2026-08-11T14:51:31.117326Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-11T14:51:31.096081Z","title":null,"venue":null,"work_id":"60aec6a2-bc03-42d3-8db6-971b2bb560c2","year":null},"citing_paper":{"arxiv_id":"2412.11557","last_updated":"2024-12-16T08:42:43Z","snapshot_observed_at":"2026-08-11T14:46:30.557485Z","submitted_at":"2024-12-16T08:42:43Z","title":"Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture","version":1},"reference_index":29,"source":"pdf_text","source_observed_at":"2026-08-11T14:51:30.901639Z"},"links":{"citing_paper":"/paper/2412.11557"},"observation_digest":"sha256:201abf06ecc090c61c01bdaa10d09050e094bea9606ff95ae5e6318460638648","observation_id":"20d4c2d5-ba80-4b31-96cf-c7ded201e0ee","resolution":{"observed_at":"2026-08-11T14:51:31.100719Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-11T14:51:31.077621Z","title":null,"venue":null,"work_id":"743d0588-b58f-497c-aafe-9b07e4e5ac5a","year":2024},"citing_paper":{"arxiv_id":"2412.11557","last_updated":"2024-12-16T08:42:43Z","snapshot_observed_at":"2026-08-11T14:46:30.557485Z","submitted_at":"2024-12-16T08:42:43Z","title":"Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture","version":1},"reference_index":30,"source":"pdf_text","source_observed_at":"2026-08-11T14:51:30.907183Z"},"links":{"citing_paper":"/paper/2412.11557"},"observation_digest":"sha256:dcf2ac4688a2b93490bae69c3adf350a57b8107fe536bdc183f7430386b7bf8c","observation_id":"11d46ff4-18c6-4ad8-a6c8-68250fec724c","resolution":{"observed_at":"2026-08-11T14:51:31.082873Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2408.08894","last_updated":"2025-01-05T08:33:16Z","snapshot_observed_at":"2026-08-14T08:05:23.929286Z","submitted_at":"2024-08-09T04:30:16Z","title":"Enhancing Exploratory Learning through Exploratory Search with the Emergence of Large Language Models","version":2},"cited_work":{"arxiv_id":"2408.08894","doi":null,"metadata_source":"pith","pith_arxiv_id":"2408.08894","snapshot_observed_at":"2026-08-11T14:51:30.959587Z","title":"Enhancing Exploratory Learning through Exploratory Search with the Emergence of Large Language Models","venue":"cs.IR","work_id":"a0697779-0363-4959-abd2-272732ec9f15","year":2024},"citing_paper":{"arxiv_id":"2412.11557","last_updated":"2024-12-16T08:42:43Z","snapshot_observed_at":"2026-08-11T14:46:30.557485Z","submitted_at":"2024-12-16T08:42:43Z","title":"Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture","version":1},"reference_index":31,"source":"pdf_text","source_observed_at":"2026-08-11T14:51:30.913408Z"},"links":{"cited_paper":"/paper/2408.08894","citing_paper":"/paper/2412.11557"},"observation_digest":"sha256:2254453890218575f7c5fc4792e2246b008f07bcb0cc44cd0d968aa1b3bf293e","observation_id":"be2ed4ed-c468-4348-ae88-9ffb4f7e088f","resolution":{"observed_at":"2026-08-11T14:51:30.967391Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+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":"2026-08-11T14:51:31.055844Z","title":null,"venue":null,"work_id":"cc2257c8-7678-4c08-9efa-f9cba4745815","year":2024},"citing_paper":{"arxiv_id":"2412.11557","last_updated":"2024-12-16T08:42:43Z","snapshot_observed_at":"2026-08-11T14:46:30.557485Z","submitted_at":"2024-12-16T08:42:43Z","title":"Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture","version":1},"reference_index":32,"source":"pdf_text","source_observed_at":"2026-08-11T14:51:30.919041Z"},"links":{"citing_paper":"/paper/2412.11557"},"observation_digest":"sha256:16374bc8262466abd741bcd50ecd0640fe18b9710f7342e8d85efe39944b199d","observation_id":"4020b25a-2a1e-432e-8abe-50915184f9ee","resolution":{"observed_at":"2026-08-11T14:51:31.061404Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}}],"paper":{"arxiv_id":"2412.11557","last_updated":"2024-12-16T08:42:43Z","latest_version":1,"primary_category":"cs.IR","snapshot_observed_at":"2026-08-11T14:46:30.557485Z","submitted_at":"2024-12-16T08:42:43Z","title":"Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture"},"reference_resolution":{"displayed":32,"state_counts":{"malformed_identifier":0,"metadata_mismatch":1,"parse_uncertain":0,"unresolved":11,"verified_exact":1,"verified_fuzzy":19},"total_outbound_references":32},"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":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"thesis":"As of 15 August 2026, this Paper Citation Record lists 32 of 32 outbound references and 0 inbound Pith citation observations for arXiv:2412.11557."}